id sid tid token lemma pos bracis-33625 1 1 comparing compare VERB bracis-33625 1 2 lime lime NOUN bracis-33625 1 3 and and CCONJ bracis-33625 1 4     SPACE bracis-33625 1 5 shap shap PROPN bracis-33625 1 6 global global ADJ bracis-33625 1 7 explanations explanation NOUN bracis-33625 1 8 for for ADP bracis-33625 1 9     SPACE bracis-33625 1 10 human human ADJ bracis-33625 1 11 activity activity NOUN bracis-33625 1 12 recognition recognition NOUN bracis-33625 1 13 | | NOUN bracis-33625 1 14 springer springer NOUN bracis-33625 1 15 nature nature PROPN bracis-33625 1 16 link link PROPN bracis-33625 1 17 ( ( PUNCT bracis-33625 1 18 formerly formerly ADV bracis-33625 1 19 springerlink springerlink NOUN bracis-33625 1 20 ) ) PUNCT bracis-33625 1 21 skip skip VERB bracis-33625 1 22 to to ADP bracis-33625 1 23 main main ADJ bracis-33625 1 24 content content NOUN bracis-33625 1 25 advertisement advertisement NOUN bracis-33625 1 26 log log NOUN bracis-33625 1 27 in in ADP bracis-33625 1 28 menu menu NOUN bracis-33625 1 29 find find VERB bracis-33625 1 30 a a DET bracis-33625 1 31 journal journal NOUN bracis-33625 1 32 publish publish VERB bracis-33625 1 33 with with ADP bracis-33625 1 34 us we PRON bracis-33625 1 35 track track VERB bracis-33625 1 36 your your PRON bracis-33625 1 37 research research NOUN bracis-33625 1 38 search search NOUN bracis-33625 1 39 cart cart NOUN bracis-33625 1 40 home home NOUN bracis-33625 1 41 intelligent intelligent ADJ bracis-33625 1 42 systems system NOUN bracis-33625 1 43 conference conference NOUN bracis-33625 1 44 paper paper NOUN bracis-33625 1 45 comparing compare VERB bracis-33625 1 46 lime lime NOUN bracis-33625 1 47 and and CCONJ bracis-33625 1 48     SPACE bracis-33625 1 49 shap shap PROPN bracis-33625 1 50 global global ADJ bracis-33625 1 51 explanations explanation NOUN bracis-33625 1 52 for for ADP bracis-33625 1 53     SPACE bracis-33625 1 54 human human ADJ bracis-33625 1 55 activity activity NOUN bracis-33625 1 56 recognition recognition NOUN bracis-33625 1 57 conference conference NOUN bracis-33625 1 58 paper paper NOUN bracis-33625 1 59 first first ADV bracis-33625 1 60 online online ADV bracis-33625 1 61 : : PUNCT bracis-33625 1 62 30 30 NUM bracis-33625 1 63 january january NOUN bracis-33625 1 64 2025 2025 NUM bracis-33625 2 1 pp pp ADP bracis-33625 2 2 172–186 172–186 NUM bracis-33625 2 3 cite cite VERB bracis-33625 2 4 this this DET bracis-33625 2 5 conference conference NOUN bracis-33625 2 6 paper paper NOUN bracis-33625 2 7 access access NOUN bracis-33625 2 8 provided provide VERB bracis-33625 2 9 by by ADP bracis-33625 2 10 university university PROPN bracis-33625 2 11 of of ADP bracis-33625 2 12 notre notre PROPN bracis-33625 2 13 dame dame PROPN bracis-33625 2 14 hesburgh hesburgh PROPN bracis-33625 2 15 library library PROPN bracis-33625 2 16 download download PROPN bracis-33625 2 17 book book NOUN bracis-33625 2 18 pdf pdf PROPN bracis-33625 2 19 download download NOUN bracis-33625 2 20 book book NOUN bracis-33625 2 21 epub epub PROPN bracis-33625 2 22 intelligent intelligent ADJ bracis-33625 2 23 systems system NOUN bracis-33625 2 24 ( ( PUNCT bracis-33625 2 25 bracis bracis NOUN bracis-33625 2 26 2024 2024 NUM bracis-33625 2 27 ) ) PUNCT bracis-33625 2 28 comparing compare VERB bracis-33625 2 29 lime lime NOUN bracis-33625 2 30 and and CCONJ bracis-33625 2 31     SPACE bracis-33625 2 32 shap shap PROPN bracis-33625 2 33 global global ADJ bracis-33625 2 34 explanations explanation NOUN bracis-33625 2 35 for for ADP bracis-33625 2 36     SPACE bracis-33625 2 37 human human ADJ bracis-33625 2 38 activity activity NOUN bracis-33625 2 39 recognition recognition NOUN bracis-33625 2 40 download download NOUN bracis-33625 2 41 book book NOUN bracis-33625 2 42 pdf pdf PROPN bracis-33625 2 43 download download NOUN bracis-33625 2 44 book book PROPN bracis-33625 2 45 epub epub PROPN bracis-33625 2 46 patrick patrick PROPN bracis-33625 2 47 alves9 alves9 PROPN bracis-33625 2 48 , , PUNCT bracis-33625 2 49 jaime jaime NOUN bracis-33625 2 50 delgado9 delgado9 PROPN bracis-33625 2 51 , , PUNCT bracis-33625 2 52 luis luis PROPN bracis-33625 2 53 gonzalez9 gonzalez9 PROPN bracis-33625 2 54 , , PUNCT bracis-33625 2 55 anderson anderson PROPN bracis-33625 2 56 r. r. PROPN bracis-33625 2 57 rocha9 rocha9 PROPN bracis-33625 2 58 , , PUNCT bracis-33625 2 59 levy levy NOUN bracis-33625 2 60 boccato9 boccato9 PROPN bracis-33625 2 61 & & CCONJ bracis-33625 2 62 … … PUNCT bracis-33625 2 63 edson edson PROPN bracis-33625 2 64 borin9 borin9 PROPN bracis-33625 2 65     SPACE bracis-33625 2 66 show show VERB bracis-33625 2 67 authors author NOUN bracis-33625 2 68 part part NOUN bracis-33625 2 69 of of ADP bracis-33625 2 70 the the DET bracis-33625 2 71 book book NOUN bracis-33625 2 72 series series NOUN bracis-33625 2 73 : : PUNCT bracis-33625 2 74 lecture lecture NOUN bracis-33625 2 75 notes note NOUN bracis-33625 2 76 in in ADP bracis-33625 2 77 computer computer NOUN bracis-33625 2 78 science science NOUN bracis-33625 2 79 ( ( PUNCT bracis-33625 2 80 ( ( PUNCT bracis-33625 2 81 lnai lnai ADJ bracis-33625 2 82 , , PUNCT bracis-33625 2 83 volume volume NOUN bracis-33625 2 84 15414 15414 NUM bracis-33625 2 85 ) ) PUNCT bracis-33625 2 86 ) ) PUNCT bracis-33625 2 87 included include VERB bracis-33625 2 88 in in ADP bracis-33625 2 89 the the DET bracis-33625 2 90 following follow VERB bracis-33625 2 91 conference conference NOUN bracis-33625 2 92 series series NOUN bracis-33625 2 93 : : PUNCT bracis-33625 2 94 brazilian brazilian ADJ bracis-33625 2 95 conference conference NOUN bracis-33625 2 96 on on ADP bracis-33625 2 97 intelligent intelligent ADJ bracis-33625 2 98 systems system NOUN bracis-33625 2 99 513 513 NUM bracis-33625 2 100 accesses access VERB bracis-33625 2 101 1 1 NUM bracis-33625 2 102 citation citation NOUN bracis-33625 2 103 abstract abstract NOUN bracis-33625 2 104 the the DET bracis-33625 2 105 development development NOUN bracis-33625 2 106 of of ADP bracis-33625 2 107 complex complex ADJ bracis-33625 2 108 machine machine NOUN bracis-33625 2 109 learning learning NOUN bracis-33625 2 110 models model NOUN bracis-33625 2 111 has have AUX bracis-33625 2 112 been be AUX bracis-33625 2 113 increasing increase VERB bracis-33625 2 114 in in ADP bracis-33625 2 115 recent recent ADJ bracis-33625 2 116 years year NOUN bracis-33625 2 117 , , PUNCT bracis-33625 2 118 and and CCONJ bracis-33625 2 119 the the DET bracis-33625 2 120 need need NOUN bracis-33625 2 121 to to PART bracis-33625 2 122 understand understand VERB bracis-33625 2 123 the the DET bracis-33625 2 124 decisions decision NOUN bracis-33625 2 125 made make VERB bracis-33625 2 126 by by ADP bracis-33625 2 127 these these DET bracis-33625 2 128 models model NOUN bracis-33625 2 129 has have AUX bracis-33625 2 130 become become VERB bracis-33625 2 131 essential essential ADJ bracis-33625 2 132 . . PUNCT bracis-33625 3 1 in in ADP bracis-33625 3 2 this this DET bracis-33625 3 3 context context NOUN bracis-33625 3 4 , , PUNCT bracis-33625 3 5 explainable explainable ADJ bracis-33625 3 6 artificial artificial ADJ bracis-33625 3 7 intelligence intelligence NOUN bracis-33625 3 8 ( ( PUNCT bracis-33625 3 9 xai xai PROPN bracis-33625 3 10 ) ) PUNCT bracis-33625 3 11 has have AUX bracis-33625 3 12 emerged emerge VERB bracis-33625 3 13 as as ADP bracis-33625 3 14 a a DET bracis-33625 3 15 field field NOUN bracis-33625 3 16 of of ADP bracis-33625 3 17 study study NOUN bracis-33625 3 18 that that PRON bracis-33625 3 19 aims aim VERB bracis-33625 3 20 to to PART bracis-33625 3 21 provide provide VERB bracis-33625 3 22 explanations explanation NOUN bracis-33625 3 23 for for ADP bracis-33625 3 24 the the DET bracis-33625 3 25 decisions decision NOUN bracis-33625 3 26 made make VERB bracis-33625 3 27 by by ADP bracis-33625 3 28 ml ml NOUN bracis-33625 3 29 models model NOUN bracis-33625 3 30 . . PUNCT bracis-33625 4 1 this this DET bracis-33625 4 2 work work NOUN bracis-33625 4 3 presents present VERB bracis-33625 4 4 a a DET bracis-33625 4 5 comparison comparison NOUN bracis-33625 4 6 between between ADP bracis-33625 4 7 two two NUM bracis-33625 4 8 state state NOUN bracis-33625 4 9 - - PUNCT bracis-33625 4 10 of of ADP bracis-33625 4 11 - - PUNCT bracis-33625 4 12 the the DET bracis-33625 4 13 - - PUNCT bracis-33625 4 14 art art NOUN bracis-33625 4 15 xai xai PROPN bracis-33625 4 16 techniques technique NOUN bracis-33625 4 17 , , PUNCT bracis-33625 4 18 lime lime NOUN bracis-33625 4 19 and and CCONJ bracis-33625 4 20 shap shap NOUN bracis-33625 4 21 , , PUNCT bracis-33625 4 22 in in ADP bracis-33625 4 23 the the DET bracis-33625 4 24 context context NOUN bracis-33625 4 25 of of ADP bracis-33625 4 26 human human ADJ bracis-33625 4 27 activity activity NOUN bracis-33625 4 28 recognition recognition NOUN bracis-33625 4 29 ( ( PUNCT bracis-33625 4 30 har har NOUN bracis-33625 4 31 ) ) PUNCT bracis-33625 4 32 . . PUNCT bracis-33625 5 1 as as SCONJ bracis-33625 5 2 lime lime NOUN bracis-33625 5 3 provides provide VERB bracis-33625 5 4 only only ADV bracis-33625 5 5 local local ADJ bracis-33625 5 6 explanations explanation NOUN bracis-33625 5 7 , , PUNCT bracis-33625 5 8 we we PRON bracis-33625 5 9 present present VERB bracis-33625 5 10 a a DET bracis-33625 5 11 way way NOUN bracis-33625 5 12 to to PART bracis-33625 5 13 compute compute VERB bracis-33625 5 14 global global ADJ bracis-33625 5 15 feature feature NOUN bracis-33625 5 16 importance importance NOUN bracis-33625 5 17 from from ADP bracis-33625 5 18 lime lime NOUN bracis-33625 5 19 explanations explanation NOUN bracis-33625 5 20 based base VERB bracis-33625 5 21 on on ADP bracis-33625 5 22 a a DET bracis-33625 5 23 global global ADJ bracis-33625 5 24 aggregation aggregation NOUN bracis-33625 5 25 approach approach NOUN bracis-33625 5 26 and and CCONJ bracis-33625 5 27 use use VERB bracis-33625 5 28 correlation correlation NOUN bracis-33625 5 29 metrics metric NOUN bracis-33625 5 30 to to PART bracis-33625 5 31 compare compare VERB bracis-33625 5 32 the the DET bracis-33625 5 33 feature feature NOUN bracis-33625 5 34 importance importance NOUN bracis-33625 5 35 provided provide VERB bracis-33625 5 36 by by ADP bracis-33625 5 37 lime lime NOUN bracis-33625 5 38 and and CCONJ bracis-33625 5 39 shap shap NOUN bracis-33625 5 40 across across ADP bracis-33625 5 41 different different ADJ bracis-33625 5 42 har har NOUN bracis-33625 5 43 datasets dataset NOUN bracis-33625 5 44 and and CCONJ bracis-33625 5 45 models model NOUN bracis-33625 5 46 . . PUNCT bracis-33625 6 1 the the DET bracis-33625 6 2 results result NOUN bracis-33625 6 3 show show VERB bracis-33625 6 4 that that SCONJ bracis-33625 6 5 using use VERB bracis-33625 6 6 correlation correlation NOUN bracis-33625 6 7 metrics metric NOUN bracis-33625 6 8 to to PART bracis-33625 6 9 compare compare VERB bracis-33625 6 10 xai xai PROPN bracis-33625 6 11 techniques technique NOUN bracis-33625 6 12 is be AUX bracis-33625 6 13 not not PART bracis-33625 6 14 enough enough ADJ bracis-33625 6 15 to to PART bracis-33625 6 16 conclude conclude VERB bracis-33625 6 17 if if SCONJ bracis-33625 6 18 the the DET bracis-33625 6 19 techniques technique NOUN bracis-33625 6 20 are be AUX bracis-33625 6 21 similar similar ADJ bracis-33625 6 22 or or CCONJ bracis-33625 6 23 are be AUX bracis-33625 6 24 not not PART bracis-33625 6 25 , , PUNCT bracis-33625 6 26 so so ADV bracis-33625 6 27 we we PRON bracis-33625 6 28 employ employ VERB bracis-33625 6 29 a a DET bracis-33625 6 30 feature feature NOUN bracis-33625 6 31 removal removal NOUN bracis-33625 6 32 and and CCONJ bracis-33625 6 33 retrain retrain VERB bracis-33625 6 34 approach approach NOUN bracis-33625 6 35 and and CCONJ bracis-33625 6 36 show show VERB bracis-33625 6 37 that that SCONJ bracis-33625 6 38 , , PUNCT bracis-33625 6 39 besides besides SCONJ bracis-33625 6 40 some some DET bracis-33625 6 41 divergences divergence NOUN bracis-33625 6 42 in in ADP bracis-33625 6 43 the the DET bracis-33625 6 44 correlation correlation NOUN bracis-33625 6 45 metrics metric NOUN bracis-33625 6 46 , , PUNCT bracis-33625 6 47 both both DET bracis-33625 6 48 xai xai PROPN bracis-33625 6 49 techniques technique NOUN bracis-33625 6 50 successfully successfully ADV bracis-33625 6 51 identify identify VERB bracis-33625 6 52 the the DET bracis-33625 6 53 most most ADV bracis-33625 6 54 and and CCONJ bracis-33625 6 55 least least ADV bracis-33625 6 56 important important ADJ bracis-33625 6 57 features feature NOUN bracis-33625 6 58 used use VERB bracis-33625 6 59 by by ADP bracis-33625 6 60 the the DET bracis-33625 6 61 model model NOUN bracis-33625 6 62 for for ADP bracis-33625 6 63 the the DET bracis-33625 6 64 task task NOUN bracis-33625 6 65 . . PUNCT bracis-33625 7 1 access access NOUN bracis-33625 7 2 provided provide VERB bracis-33625 7 3 by by ADP bracis-33625 7 4 university university PROPN bracis-33625 7 5 of of ADP bracis-33625 7 6 notre notre PROPN bracis-33625 7 7 dame dame PROPN bracis-33625 7 8 hesburgh hesburgh PROPN bracis-33625 7 9 library library PROPN bracis-33625 7 10 . . PUNCT bracis-33625 8 1 download download PROPN bracis-33625 8 2 conference conference NOUN bracis-33625 8 3 paper paper NOUN bracis-33625 8 4 pdf pdf NOUN bracis-33625 8 5 similar similar ADJ bracis-33625 8 6 content content NOUN bracis-33625 8 7 being be AUX bracis-33625 8 8 viewed view VERB bracis-33625 8 9 by by ADP bracis-33625 8 10 others other NOUN bracis-33625 8 11 a a DET bracis-33625 8 12 comparison comparison NOUN bracis-33625 8 13 of of ADP bracis-33625 8 14     SPACE bracis-33625 8 15 global global ADJ bracis-33625 8 16 explanations explanation NOUN bracis-33625 8 17 given give VERB bracis-33625 8 18 on on ADP bracis-33625 8 19     SPACE bracis-33625 8 20 electronic electronic ADJ bracis-33625 8 21 health health NOUN bracis-33625 8 22 records record NOUN bracis-33625 8 23 chapter chapter NOUN bracis-33625 8 24 © © ADP bracis-33625 8 25 2024 2024 NUM bracis-33625 8 26 explainable explainable ADJ bracis-33625 8 27 artificial artificial ADJ bracis-33625 8 28 intelligence intelligence NOUN bracis-33625 8 29 ( ( PUNCT bracis-33625 8 30 xai xai PROPN bracis-33625 8 31 ): ): PUNCT bracis-33625 8 32 a a DET bracis-33625 8 33 perspective perspective NOUN bracis-33625 8 34 chapter chapter NOUN bracis-33625 8 35 © © NOUN bracis-33625 8 36 2025 2025 NUM bracis-33625 8 37 enhancing enhance VERB bracis-33625 8 38 machine machine NOUN bracis-33625 8 39 learning learning NOUN bracis-33625 8 40 model model NOUN bracis-33625 8 41 using use VERB bracis-33625 8 42 explainable explainable ADJ bracis-33625 8 43 ai ai NOUN bracis-33625 8 44 chapter chapter NOUN bracis-33625 8 45 © © ADP bracis-33625 8 46 2024 2024 NUM bracis-33625 8 47 1 1 NUM bracis-33625 8 48 introduction introduction NOUN bracis-33625 8 49 smartphone smartphone NOUN bracis-33625 8 50 - - PUNCT bracis-33625 8 51 based base VERB bracis-33625 8 52 human human ADJ bracis-33625 8 53 activity activity NOUN bracis-33625 8 54 recognition recognition NOUN bracis-33625 8 55 ( ( PUNCT bracis-33625 8 56 har har NOUN bracis-33625 8 57 ) ) PUNCT bracis-33625 8 58 consists consist VERB bracis-33625 8 59 in in ADP bracis-33625 8 60 identifying identify VERB bracis-33625 8 61 individuals individual NOUN bracis-33625 8 62 activities activity NOUN bracis-33625 8 63 such such ADJ bracis-33625 8 64 as as ADP bracis-33625 8 65 walking walk VERB bracis-33625 8 66 , , PUNCT bracis-33625 8 67 running run VERB bracis-33625 8 68 , , PUNCT bracis-33625 8 69 sitting sitting NOUN bracis-33625 8 70 , , PUNCT bracis-33625 8 71 standing standing NOUN bracis-33625 8 72 , , PUNCT bracis-33625 8 73 and and CCONJ bracis-33625 8 74 jumping jump VERB bracis-33625 8 75 , , PUNCT bracis-33625 8 76 given give VERB bracis-33625 8 77 samples sample NOUN bracis-33625 8 78 from from ADP bracis-33625 8 79 tri tri ADJ bracis-33625 8 80 - - ADJ bracis-33625 8 81 axial axial ADJ bracis-33625 8 82 sensors sensor NOUN bracis-33625 8 83 such such ADJ bracis-33625 8 84 as as ADP bracis-33625 8 85 accelerometers accelerometer NOUN bracis-33625 8 86 and and CCONJ bracis-33625 8 87 gyroscopes gyroscope NOUN bracis-33625 8 88 , , PUNCT bracis-33625 8 89 typically typically ADV bracis-33625 8 90 embedded embed VERB bracis-33625 8 91 in in ADP bracis-33625 8 92 smartphones smartphone NOUN bracis-33625 8 93 . . PUNCT bracis-33625 9 1 these these DET bracis-33625 9 2 sensors sensor NOUN bracis-33625 9 3 provide provide VERB bracis-33625 9 4 signals signal NOUN bracis-33625 9 5 capable capable ADJ bracis-33625 9 6 of of ADP bracis-33625 9 7 discriminating discriminate VERB bracis-33625 9 8 the the DET bracis-33625 9 9 activities activity NOUN bracis-33625 9 10 . . PUNCT bracis-33625 10 1 the the DET bracis-33625 10 2 significance significance NOUN bracis-33625 10 3 of of ADP bracis-33625 10 4 solving solve VERB bracis-33625 10 5 har har NOUN bracis-33625 10 6 extends extend VERB bracis-33625 10 7 to to ADP bracis-33625 10 8 various various ADJ bracis-33625 10 9 applications application NOUN bracis-33625 10 10 , , PUNCT bracis-33625 10 11 particularly particularly ADV bracis-33625 10 12 in in ADP bracis-33625 10 13 remote remote ADJ bracis-33625 10 14 patient patient ADJ bracis-33625 10 15 monitoring monitoring NOUN bracis-33625 10 16 and and CCONJ bracis-33625 10 17 elderly elderly ADJ bracis-33625 10 18 care care NOUN bracis-33625 10 19 within within ADP bracis-33625 10 20 the the DET bracis-33625 10 21 healthcare healthcare NOUN bracis-33625 10 22 sector sector NOUN bracis-33625 10 23 , , PUNCT bracis-33625 10 24 identifying identify VERB bracis-33625 10 25 potential potential ADJ bracis-33625 10 26 fall fall NOUN bracis-33625 10 27     SPACE bracis-33625 11 1 [ [ X bracis-33625 11 2 20 20 NUM bracis-33625 11 3 ] ] PUNCT bracis-33625 11 4 , , PUNCT bracis-33625 11 5 and and CCONJ bracis-33625 11 6 monitoring monitor VERB bracis-33625 11 7 the the DET bracis-33625 11 8 degree degree NOUN bracis-33625 11 9 of of ADP bracis-33625 11 10 parkinson parkinson NOUN bracis-33625 11 11 ’s ’s PART bracis-33625 11 12 disease disease NOUN bracis-33625 11 13     SPACE bracis-33625 12 1 [ [ X bracis-33625 12 2 17 17 NUM bracis-33625 12 3 ] ] PUNCT bracis-33625 12 4 . . PUNCT bracis-33625 13 1 additionally additionally ADV bracis-33625 13 2 , , PUNCT bracis-33625 13 3 smartphone smartphone NOUN bracis-33625 13 4 sensor sensor NOUN bracis-33625 13 5 data datum NOUN bracis-33625 13 6 can can AUX bracis-33625 13 7 be be AUX bracis-33625 13 8 useful useful ADJ bracis-33625 13 9 in in ADP bracis-33625 13 10 the the DET bracis-33625 13 11 security security NOUN bracis-33625 13 12 field field NOUN bracis-33625 13 13 for for ADP bracis-33625 13 14 authentication authentication NOUN bracis-33625 13 15 , , PUNCT bracis-33625 13 16 employing employ VERB bracis-33625 13 17 patterns pattern NOUN bracis-33625 13 18 as as ADP bracis-33625 13 19 a a DET bracis-33625 13 20 distinctive distinctive ADJ bracis-33625 13 21 identifier identifier NOUN bracis-33625 13 22     SPACE bracis-33625 14 1 [ [ X bracis-33625 14 2 5 5 NUM bracis-33625 14 3 ] ] PUNCT bracis-33625 14 4 . . PUNCT bracis-33625 15 1 to to PART bracis-33625 15 2 improve improve VERB bracis-33625 15 3 the the DET bracis-33625 15 4 capability capability NOUN bracis-33625 15 5 of of ADP bracis-33625 15 6 the the DET bracis-33625 15 7 classifiers classifier NOUN bracis-33625 15 8 , , PUNCT bracis-33625 15 9 it it PRON bracis-33625 15 10 is be AUX bracis-33625 15 11 often often ADV bracis-33625 15 12 necessary necessary ADJ bracis-33625 15 13 to to PART bracis-33625 15 14 extract extract VERB bracis-33625 15 15 features feature NOUN bracis-33625 15 16 from from ADP bracis-33625 15 17 the the DET bracis-33625 15 18 raw raw ADJ bracis-33625 15 19 data datum NOUN bracis-33625 15 20 by by ADP bracis-33625 15 21 computing compute VERB bracis-33625 15 22 handcrafted handcraft VERB bracis-33625 15 23 features feature NOUN bracis-33625 15 24 , , PUNCT bracis-33625 15 25 employing employ VERB bracis-33625 15 26 deep deep ADJ bracis-33625 15 27 learning learning NOUN bracis-33625 15 28 models model NOUN bracis-33625 15 29 , , PUNCT bracis-33625 15 30 or or CCONJ bracis-33625 15 31 dimensionality dimensionality NOUN bracis-33625 15 32 reduction reduction NOUN bracis-33625 15 33 techniques technique NOUN bracis-33625 15 34     SPACE bracis-33625 16 1 [ [ X bracis-33625 16 2 8 8 NUM bracis-33625 16 3 , , PUNCT bracis-33625 16 4 24 24 NUM bracis-33625 16 5 , , PUNCT bracis-33625 16 6 27 27 NUM bracis-33625 16 7 ] ] PUNCT bracis-33625 16 8 . . PUNCT bracis-33625 17 1 the the DET bracis-33625 17 2 first first ADJ bracis-33625 17 3 aforementioned aforementione VERB bracis-33625 17 4 perspective perspective NOUN bracis-33625 17 5 favors favor VERB bracis-33625 17 6 the the DET bracis-33625 17 7 interpretation interpretation NOUN bracis-33625 17 8 of of ADP bracis-33625 17 9 the the DET bracis-33625 17 10 so so ADV bracis-33625 17 11 - - PUNCT bracis-33625 17 12 called call VERB bracis-33625 17 13 latent latent NOUN bracis-33625 17 14 representation representation NOUN bracis-33625 17 15 , , PUNCT bracis-33625 17 16 as as SCONJ bracis-33625 17 17 the the DET bracis-33625 17 18 involved involved ADJ bracis-33625 17 19 features feature NOUN bracis-33625 17 20 are be AUX bracis-33625 17 21 specifically specifically ADV bracis-33625 17 22 tailored tailor VERB bracis-33625 17 23 and and CCONJ bracis-33625 17 24 selected select VERB bracis-33625 17 25 for for ADP bracis-33625 17 26 the the DET bracis-33625 17 27 task task NOUN bracis-33625 17 28 . . PUNCT bracis-33625 18 1 on on ADP bracis-33625 18 2 the the DET bracis-33625 18 3 other other ADJ bracis-33625 18 4 hand hand NOUN bracis-33625 18 5 , , PUNCT bracis-33625 18 6 dimensionality dimensionality NOUN bracis-33625 18 7 reduction reduction NOUN bracis-33625 18 8 and and CCONJ bracis-33625 18 9 deep deep ADJ bracis-33625 18 10 learning learning NOUN bracis-33625 18 11 approaches approach NOUN bracis-33625 18 12 lead lead VERB bracis-33625 18 13 to to ADP bracis-33625 18 14 representations representation NOUN bracis-33625 18 15 that that PRON bracis-33625 18 16 are be AUX bracis-33625 18 17 difficult difficult ADJ bracis-33625 18 18 to to PART bracis-33625 18 19 understand understand VERB bracis-33625 18 20 and and CCONJ bracis-33625 18 21 to to PART bracis-33625 18 22 assign assign VERB bracis-33625 18 23 relevance relevance NOUN bracis-33625 18 24     SPACE bracis-33625 19 1 [ [ X bracis-33625 19 2 22 22 NUM bracis-33625 19 3 , , PUNCT bracis-33625 19 4 24 24 NUM bracis-33625 19 5 , , PUNCT bracis-33625 19 6 28 28 NUM bracis-33625 19 7 ] ] PUNCT bracis-33625 19 8 . . PUNCT bracis-33625 20 1 these these DET bracis-33625 20 2 representations representation NOUN bracis-33625 20 3 are be AUX bracis-33625 20 4 commonly commonly ADV bracis-33625 20 5 very very ADV bracis-33625 20 6 abstract abstract ADJ bracis-33625 20 7 , , PUNCT bracis-33625 20 8 and and CCONJ bracis-33625 20 9 the the DET bracis-33625 20 10 use use NOUN bracis-33625 20 11 of of ADP bracis-33625 20 12 complex complex ADJ bracis-33625 20 13 models model NOUN bracis-33625 20 14 ( ( PUNCT bracis-33625 20 15 black black NOUN bracis-33625 20 16 - - PUNCT bracis-33625 20 17 box box NOUN bracis-33625 20 18 ) ) PUNCT bracis-33625 20 19 to to PART bracis-33625 20 20 classify classify VERB bracis-33625 20 21 the the DET bracis-33625 20 22 data datum NOUN bracis-33625 20 23 makes make VERB bracis-33625 20 24 it it PRON bracis-33625 20 25 difficult difficult ADJ bracis-33625 20 26 to to PART bracis-33625 20 27 understand understand VERB bracis-33625 20 28 the the DET bracis-33625 20 29 factors factor NOUN bracis-33625 20 30 that that PRON bracis-33625 20 31 have have VERB bracis-33625 20 32 more more ADJ bracis-33625 20 33 impact impact NOUN bracis-33625 20 34 on on ADP bracis-33625 20 35 the the DET bracis-33625 20 36 outcome outcome NOUN bracis-33625 20 37 . . PUNCT bracis-33625 21 1 to to PART bracis-33625 21 2 address address VERB bracis-33625 21 3 this this DET bracis-33625 21 4 issue issue NOUN bracis-33625 21 5 , , PUNCT bracis-33625 21 6 explainable explainable ADJ bracis-33625 21 7 artificial artificial ADJ bracis-33625 21 8 intelligence intelligence NOUN bracis-33625 21 9 ( ( PUNCT bracis-33625 21 10 xai xai PROPN bracis-33625 21 11 ) ) PUNCT bracis-33625 21 12 techniques technique NOUN bracis-33625 21 13 are be AUX bracis-33625 21 14 useful useful ADJ bracis-33625 21 15 for for ADP bracis-33625 21 16 understanding understand VERB bracis-33625 21 17 the the DET bracis-33625 21 18 factors factor NOUN bracis-33625 21 19 of of ADP bracis-33625 21 20 the the DET bracis-33625 21 21 input input NOUN bracis-33625 21 22 data datum NOUN bracis-33625 21 23 that that PRON bracis-33625 21 24 have have VERB bracis-33625 21 25 more more ADJ bracis-33625 21 26 impact impact NOUN bracis-33625 21 27 on on ADP bracis-33625 21 28 the the DET bracis-33625 21 29 model model NOUN bracis-33625 21 30 outcome outcome NOUN bracis-33625 21 31 or or CCONJ bracis-33625 21 32 to to PART bracis-33625 21 33 understand understand VERB bracis-33625 21 34 the the DET bracis-33625 21 35 model model NOUN bracis-33625 21 36 behavior behavior NOUN bracis-33625 21 37 by by ADP bracis-33625 21 38 calculating calculate VERB bracis-33625 21 39 the the DET bracis-33625 21 40 contribution contribution NOUN bracis-33625 21 41 of of ADP bracis-33625 21 42 each each DET bracis-33625 21 43 feature feature NOUN bracis-33625 21 44 , , PUNCT bracis-33625 21 45 computing compute VERB bracis-33625 21 46 the the DET bracis-33625 21 47 feature feature NOUN bracis-33625 21 48 importance importance NOUN bracis-33625 21 49 . . PUNCT bracis-33625 22 1 xai xai PROPN bracis-33625 22 2 techniques technique NOUN bracis-33625 22 3 play play VERB bracis-33625 22 4 an an DET bracis-33625 22 5 important important ADJ bracis-33625 22 6 role role NOUN bracis-33625 22 7 in in ADP bracis-33625 22 8 making make VERB bracis-33625 22 9 systems system NOUN bracis-33625 22 10 more more ADV bracis-33625 22 11 interpretable interpretable ADJ bracis-33625 22 12 , , PUNCT bracis-33625 22 13 helping help VERB bracis-33625 22 14 experts expert NOUN bracis-33625 22 15 in in ADP bracis-33625 22 16 deploying deploy VERB bracis-33625 22 17 and and CCONJ bracis-33625 22 18 judging judge VERB bracis-33625 22 19 the the DET bracis-33625 22 20 model model NOUN bracis-33625 22 21 ’s ’s PART bracis-33625 22 22 reliability reliability NOUN bracis-33625 22 23     SPACE bracis-33625 22 24 [ [ X bracis-33625 22 25 19 19 NUM bracis-33625 22 26 ] ] PUNCT bracis-33625 22 27 . . PUNCT bracis-33625 23 1 shap shap PROPN bracis-33625 23 2 and and CCONJ bracis-33625 23 3 lime lime NOUN bracis-33625 23 4 are be AUX bracis-33625 23 5 state state NOUN bracis-33625 23 6 - - PUNCT bracis-33625 23 7 of of ADP bracis-33625 23 8 - - PUNCT bracis-33625 23 9 the the DET bracis-33625 23 10 - - PUNCT bracis-33625 23 11 art art NOUN bracis-33625 23 12 xai xai PROPN bracis-33625 23 13 techniques technique NOUN bracis-33625 23 14 that that PRON bracis-33625 23 15 provide provide VERB bracis-33625 23 16 explanations explanation NOUN bracis-33625 23 17 for for ADP bracis-33625 23 18 models model NOUN bracis-33625 23 19 based base VERB bracis-33625 23 20 on on ADP bracis-33625 23 21 images image NOUN bracis-33625 23 22 , , PUNCT bracis-33625 23 23 tabular tabular NOUN bracis-33625 23 24 , , PUNCT bracis-33625 23 25 and and CCONJ bracis-33625 23 26 text text NOUN bracis-33625 23 27 data datum NOUN bracis-33625 23 28     SPACE bracis-33625 24 1 [ [ X bracis-33625 24 2 13 13 NUM bracis-33625 24 3 , , PUNCT bracis-33625 24 4 19 19 NUM bracis-33625 24 5 ] ] PUNCT bracis-33625 24 6 . . PUNCT bracis-33625 25 1 these these DET bracis-33625 25 2 techniques technique NOUN bracis-33625 25 3 are be AUX bracis-33625 25 4 model model ADJ bracis-33625 25 5 - - ADJ bracis-33625 25 6 agnostic agnostic ADJ bracis-33625 25 7 , , PUNCT bracis-33625 25 8 that that ADV bracis-33625 25 9 is is ADV bracis-33625 25 10 , , PUNCT bracis-33625 25 11 they they PRON bracis-33625 25 12 can can AUX bracis-33625 25 13 be be AUX bracis-33625 25 14 applied apply VERB bracis-33625 25 15 to to ADP bracis-33625 25 16 any any DET bracis-33625 25 17 machine machine NOUN bracis-33625 25 18 - - PUNCT bracis-33625 25 19 learning learn VERB bracis-33625 25 20 model model NOUN bracis-33625 25 21 and and CCONJ bracis-33625 25 22     SPACE bracis-33625 25 23 can can AUX bracis-33625 25 24 pinpoint pinpoint VERB bracis-33625 25 25 which which DET bracis-33625 25 26 features feature NOUN bracis-33625 25 27 are be AUX bracis-33625 25 28 more more ADV bracis-33625 25 29 relevant relevant ADJ bracis-33625 25 30 for for SCONJ bracis-33625 25 31 the the DET bracis-33625 25 32 model model NOUN bracis-33625 25 33 to to PART bracis-33625 25 34 make make VERB bracis-33625 25 35 a a DET bracis-33625 25 36 decision decision NOUN bracis-33625 25 37 . . PUNCT bracis-33625 26 1 to to PART bracis-33625 26 2 address address VERB bracis-33625 26 3 the the DET bracis-33625 26 4 explanations explanation NOUN bracis-33625 26 5 provided provide VERB bracis-33625 26 6 , , PUNCT bracis-33625 26 7 they they PRON bracis-33625 26 8 can can AUX bracis-33625 26 9 be be AUX bracis-33625 26 10 classified classify VERB bracis-33625 26 11 as as ADP bracis-33625 26 12 local local ADJ bracis-33625 26 13 explanations explanation NOUN bracis-33625 26 14 , , PUNCT bracis-33625 26 15 that that PRON bracis-33625 26 16 are be AUX bracis-33625 26 17 used use VERB bracis-33625 26 18 to to PART bracis-33625 26 19 provide provide VERB bracis-33625 26 20 insights insight NOUN bracis-33625 26 21 into into ADP bracis-33625 26 22 individual individual ADJ bracis-33625 26 23 outcomes outcome NOUN bracis-33625 26 24 based base VERB bracis-33625 26 25 on on ADP bracis-33625 26 26 specific specific ADJ bracis-33625 26 27 input input NOUN bracis-33625 26 28 data datum NOUN bracis-33625 26 29 , , PUNCT bracis-33625 26 30 while while SCONJ bracis-33625 26 31 global global ADJ bracis-33625 26 32 explanations explanation NOUN bracis-33625 26 33 aim aim VERB bracis-33625 26 34 to to PART bracis-33625 26 35 offer offer VERB bracis-33625 26 36 a a DET bracis-33625 26 37 broader broad ADJ bracis-33625 26 38 understanding understanding NOUN bracis-33625 26 39 of of ADP bracis-33625 26 40 the the DET bracis-33625 26 41 model model NOUN bracis-33625 26 42 by by ADP bracis-33625 26 43 providing provide VERB bracis-33625 26 44 explanations explanation NOUN bracis-33625 26 45 across across ADP bracis-33625 26 46 a a DET bracis-33625 26 47 set set NOUN bracis-33625 26 48 of of ADP bracis-33625 26 49 samples sample NOUN bracis-33625 26 50 . . PUNCT bracis-33625 27 1 one one NUM bracis-33625 27 2 of of ADP bracis-33625 27 3 the the DET bracis-33625 27 4 challenges challenge NOUN bracis-33625 27 5 in in ADP bracis-33625 27 6 the the DET bracis-33625 27 7 literature literature NOUN bracis-33625 27 8 is be AUX bracis-33625 27 9 how how SCONJ bracis-33625 27 10 to to PART bracis-33625 27 11 measure measure VERB bracis-33625 27 12 the the DET bracis-33625 27 13 ( ( PUNCT bracis-33625 27 14 dis)agreement dis)agreement NOUN bracis-33625 27 15 among among ADP bracis-33625 27 16 the the DET bracis-33625 27 17 explanations explanation NOUN bracis-33625 27 18 provided provide VERB bracis-33625 27 19 by by ADP bracis-33625 27 20 different different ADJ bracis-33625 27 21 xai xai PROPN bracis-33625 27 22 techniques technique NOUN bracis-33625 27 23 and and CCONJ bracis-33625 27 24 in in ADP bracis-33625 27 25 the the DET bracis-33625 27 26 case case NOUN bracis-33625 27 27 of of ADP bracis-33625 27 28 disagreement disagreement NOUN bracis-33625 27 29 , , PUNCT bracis-33625 27 30 “ " PUNCT bracis-33625 27 31 in in ADP bracis-33625 27 32 what what DET bracis-33625 27 33 technique technique NOUN bracis-33625 27 34 should should AUX bracis-33625 27 35 we we PRON bracis-33625 27 36 trust trust VERB bracis-33625 27 37 ? ? PUNCT bracis-33625 27 38 ” " PUNCT bracis-33625 27 39 . . PUNCT bracis-33625 28 1 in in ADP bracis-33625 28 2 this this DET bracis-33625 28 3 paper paper NOUN bracis-33625 28 4 , , PUNCT bracis-33625 28 5 we we PRON bracis-33625 28 6 aim aim VERB bracis-33625 28 7 to to PART bracis-33625 28 8 provide provide VERB bracis-33625 28 9 a a DET bracis-33625 28 10 robust robust ADJ bracis-33625 28 11 comparison comparison NOUN bracis-33625 28 12 among among ADP bracis-33625 28 13 lime lime NOUN bracis-33625 28 14 and and CCONJ bracis-33625 28 15 shap shap PROPN bracis-33625 28 16 explanations explanation NOUN bracis-33625 28 17 , , PUNCT bracis-33625 28 18 two two NUM bracis-33625 28 19 of of ADP bracis-33625 28 20 the the DET bracis-33625 28 21 most most ADV bracis-33625 28 22 popular popular ADJ bracis-33625 28 23 xai xai PROPN bracis-33625 28 24 techniques technique NOUN bracis-33625 28 25 , , PUNCT bracis-33625 28 26 for for ADP bracis-33625 28 27 six six NUM bracis-33625 28 28 har har NOUN bracis-33625 28 29 datasets dataset NOUN bracis-33625 28 30 over over ADP bracis-33625 28 31 four four NUM bracis-33625 28 32 classifiers classifier NOUN bracis-33625 28 33 . . PUNCT bracis-33625 29 1 in in ADP bracis-33625 29 2 this this DET bracis-33625 29 3 context context NOUN bracis-33625 29 4 , , PUNCT bracis-33625 29 5 we we PRON bracis-33625 29 6 compute compute VERB bracis-33625 29 7 correlation correlation NOUN bracis-33625 29 8 metrics metric NOUN bracis-33625 29 9 to to PART bracis-33625 29 10 evaluate evaluate VERB bracis-33625 29 11 the the DET bracis-33625 29 12 linearity linearity NOUN bracis-33625 29 13 and and CCONJ bracis-33625 29 14 rank rank NOUN bracis-33625 29 15 similarity similarity NOUN bracis-33625 29 16 of of ADP bracis-33625 29 17 the the DET bracis-33625 29 18 explanations explanation NOUN bracis-33625 29 19 , , PUNCT bracis-33625 29 20 measuring measure VERB bracis-33625 29 21 their their PRON bracis-33625 29 22 consistency consistency NOUN bracis-33625 29 23 , , PUNCT bracis-33625 29 24 and and CCONJ bracis-33625 29 25 validate validate VERB bracis-33625 29 26 the the DET bracis-33625 29 27 quality quality NOUN bracis-33625 29 28 of of ADP bracis-33625 29 29 these these DET bracis-33625 29 30 metrics metric NOUN bracis-33625 29 31 . . PUNCT bracis-33625 30 1 this this DET bracis-33625 30 2 research research NOUN bracis-33625 30 3 has have AUX bracis-33625 30 4 been be AUX bracis-33625 30 5 motivated motivate VERB bracis-33625 30 6 by by ADP bracis-33625 30 7 the the DET bracis-33625 30 8 work work NOUN bracis-33625 30 9 performed perform VERB bracis-33625 30 10 on on ADP bracis-33625 30 11     SPACE bracis-33625 30 12 the the DET bracis-33625 30 13 h.iaacfootnote h.iaacfootnote NOUN bracis-33625 30 14 1 1 NUM bracis-33625 30 15 which which PRON bracis-33625 30 16 explores explore VERB bracis-33625 30 17 various various ADJ bracis-33625 30 18 feature feature NOUN bracis-33625 30 19 learning learning NOUN bracis-33625 30 20 and and CCONJ bracis-33625 30 21 dimensionality dimensionality NOUN bracis-33625 30 22 reduction reduction NOUN bracis-33625 30 23 techniques technique NOUN bracis-33625 30 24 to to PART bracis-33625 30 25 obtain obtain VERB bracis-33625 30 26 compact compact ADJ bracis-33625 30 27 latent latent NOUN bracis-33625 30 28 representations representation NOUN bracis-33625 30 29 for for ADP bracis-33625 30 30 smartphone smartphone NOUN bracis-33625 30 31 sensors sensor NOUN bracis-33625 30 32 ’ ' PUNCT bracis-33625 30 33 data datum NOUN bracis-33625 30 34 . . PUNCT bracis-33625 31 1 in in ADP bracis-33625 31 2 this this DET bracis-33625 31 3 work work NOUN bracis-33625 31 4 , , PUNCT bracis-33625 31 5 we we PRON bracis-33625 31 6 evaluate evaluate VERB bracis-33625 31 7 the the DET bracis-33625 31 8 importance importance NOUN bracis-33625 31 9 of of ADP bracis-33625 31 10 features feature NOUN bracis-33625 31 11 produced produce VERB bracis-33625 31 12 by by ADP bracis-33625 31 13 a a DET bracis-33625 31 14 feature feature NOUN bracis-33625 31 15 extractor extractor NOUN bracis-33625 31 16 that that PRON bracis-33625 31 17 combines combine VERB bracis-33625 31 18 the the DET bracis-33625 31 19 original original ADJ bracis-33625 31 20 temporal temporal ADJ bracis-33625 31 21 data datum NOUN bracis-33625 31 22 collected collect VERB bracis-33625 31 23 by by ADP bracis-33625 31 24 the the DET bracis-33625 31 25 smartphone smartphone NOUN bracis-33625 31 26 accelerometer accelerometer NOUN bracis-33625 31 27 and and CCONJ bracis-33625 31 28 gyroscope gyroscope NOUN bracis-33625 31 29 into into ADP bracis-33625 31 30 a a DET bracis-33625 31 31 latent latent ADJ bracis-33625 31 32 space space NOUN bracis-33625 31 33 with with ADP bracis-33625 31 34 24 24 NUM bracis-33625 31 35 features feature NOUN bracis-33625 31 36 . . PUNCT bracis-33625 32 1 we we PRON bracis-33625 32 2 explore explore VERB bracis-33625 32 3 with with ADP bracis-33625 32 4 a a DET bracis-33625 32 5 feature feature NOUN bracis-33625 32 6 extractor extractor NOUN bracis-33625 32 7 that that PRON bracis-33625 32 8 applies apply VERB bracis-33625 32 9 the the DET bracis-33625 32 10 fast fast ADJ bracis-33625 32 11 fourier fourier NOUN bracis-33625 32 12 transform transform NOUN bracis-33625 32 13 ( ( PUNCT bracis-33625 32 14 fft fft PROPN bracis-33625 32 15 ) ) PUNCT bracis-33625 32 16 to to PART bracis-33625 32 17 project project VERB bracis-33625 32 18 the the DET bracis-33625 32 19 original original ADJ bracis-33625 32 20 data datum NOUN bracis-33625 32 21 into into ADP bracis-33625 32 22 the the DET bracis-33625 32 23 frequency frequency NOUN bracis-33625 32 24 domain domain NOUN bracis-33625 32 25 and and CCONJ bracis-33625 32 26 then then ADV bracis-33625 32 27 employs employ VERB bracis-33625 32 28 kpca kpca NOUN bracis-33625 32 29 ( ( PUNCT bracis-33625 32 30 a a DET bracis-33625 32 31 dimensionality dimensionality NOUN bracis-33625 32 32 reduction reduction NOUN bracis-33625 32 33 technique technique NOUN bracis-33625 32 34 ) ) PUNCT bracis-33625 32 35 to to PART bracis-33625 32 36 combine combine VERB bracis-33625 32 37 the the DET bracis-33625 32 38 features feature NOUN bracis-33625 32 39 and and CCONJ bracis-33625 32 40 reduce reduce VERB bracis-33625 32 41 them they PRON bracis-33625 32 42 to to ADP bracis-33625 32 43 a a DET bracis-33625 32 44 set set NOUN bracis-33625 32 45 of of ADP bracis-33625 32 46 24 24 NUM bracis-33625 32 47 features feature NOUN bracis-33625 32 48 . . PUNCT bracis-33625 33 1 by by ADP bracis-33625 33 2 identifying identify VERB bracis-33625 33 3 the the DET bracis-33625 33 4 importance importance NOUN bracis-33625 33 5 of of ADP bracis-33625 33 6 features feature NOUN bracis-33625 33 7 within within ADP bracis-33625 33 8 this this DET bracis-33625 33 9 latent latent NOUN bracis-33625 33 10 space space NOUN bracis-33625 33 11 , , PUNCT bracis-33625 33 12 developers developer NOUN bracis-33625 33 13 can can AUX bracis-33625 33 14 gain gain VERB bracis-33625 33 15 valuable valuable ADJ bracis-33625 33 16 insights insight NOUN bracis-33625 33 17 into into ADP bracis-33625 33 18 the the DET bracis-33625 33 19 newly newly ADV bracis-33625 33 20 constructed construct VERB bracis-33625 33 21 feature feature NOUN bracis-33625 33 22 space space NOUN bracis-33625 33 23 , , PUNCT bracis-33625 33 24 enabling enable VERB bracis-33625 33 25 them they PRON bracis-33625 33 26 to to PART bracis-33625 33 27 assess assess VERB bracis-33625 33 28 the the DET bracis-33625 33 29 efficiency efficiency NOUN bracis-33625 33 30 of of ADP bracis-33625 33 31 the the DET bracis-33625 33 32 feature feature NOUN bracis-33625 33 33 extractor extractor NOUN bracis-33625 33 34 and and CCONJ bracis-33625 33 35 interpret interpret VERB bracis-33625 33 36 the the DET bracis-33625 33 37 decisions decision NOUN bracis-33625 33 38 made make VERB bracis-33625 33 39 by by ADP bracis-33625 33 40 the the DET bracis-33625 33 41 classifier classifier NOUN bracis-33625 33 42 . . PUNCT bracis-33625 34 1 the the DET bracis-33625 34 2 contributions contribution NOUN bracis-33625 34 3 of of ADP bracis-33625 34 4 this this DET bracis-33625 34 5 paper paper NOUN bracis-33625 34 6 are be AUX bracis-33625 34 7 as as SCONJ bracis-33625 34 8 follows follow VERB bracis-33625 34 9 : : PUNCT bracis-33625 34 10 ( ( PUNCT bracis-33625 34 11 i i NOUN bracis-33625 34 12 ) ) PUNCT bracis-33625 34 13 we we PRON bracis-33625 34 14 employed employ VERB bracis-33625 34 15 a a DET bracis-33625 34 16 new new ADJ bracis-33625 34 17 method method NOUN bracis-33625 34 18 to to PART bracis-33625 34 19 provide provide VERB bracis-33625 34 20 global global ADJ bracis-33625 34 21 explanations explanation NOUN bracis-33625 34 22 from from ADP bracis-33625 34 23 lime lime NOUN bracis-33625 34 24 based base VERB bracis-33625 34 25 on on ADP bracis-33625 34 26 aggregations aggregation NOUN bracis-33625 34 27 similar similar ADJ bracis-33625 34 28 to to ADP bracis-33625 34 29 those those PRON bracis-33625 34 30 provided provide VERB bracis-33625 34 31 by by ADP bracis-33625 34 32 shap shap NOUN bracis-33625 34 33 ; ; PUNCT bracis-33625 34 34 ( ( PUNCT bracis-33625 34 35 ii ii NOUN bracis-33625 34 36 ) ) PUNCT bracis-33625 34 37 we we PRON bracis-33625 34 38 provide provide VERB bracis-33625 34 39 a a DET bracis-33625 34 40 robust robust ADJ bracis-33625 34 41 comparison comparison NOUN bracis-33625 34 42 measuring measure VERB bracis-33625 34 43 the the DET bracis-33625 34 44 agreement agreement NOUN bracis-33625 34 45 between between ADP bracis-33625 34 46 lime lime NOUN bracis-33625 34 47 and and CCONJ bracis-33625 34 48 shap shap NOUN bracis-33625 34 49 explanations explanation NOUN bracis-33625 34 50 for for ADP bracis-33625 34 51 six six NUM bracis-33625 34 52 har har NOUN bracis-33625 34 53 datasets dataset NOUN bracis-33625 34 54 over over ADP bracis-33625 34 55 four four NUM bracis-33625 34 56 classifiers classifier NOUN bracis-33625 34 57 . . PUNCT bracis-33625 35 1 furthermore furthermore ADV bracis-33625 35 2 , , PUNCT bracis-33625 35 3 we we PRON bracis-33625 35 4 show show VERB bracis-33625 35 5 that that SCONJ bracis-33625 35 6 despite despite SCONJ bracis-33625 35 7 some some DET bracis-33625 35 8 disagreements disagreement NOUN bracis-33625 35 9 among among ADP bracis-33625 35 10 the the DET bracis-33625 35 11 explanations explanation NOUN bracis-33625 35 12 , , PUNCT bracis-33625 35 13 these these DET bracis-33625 35 14 xai xai PROPN bracis-33625 35 15 techniques technique NOUN bracis-33625 35 16 have have AUX bracis-33625 35 17 successfully successfully ADV bracis-33625 35 18 identified identify VERB bracis-33625 35 19 the the DET bracis-33625 35 20 least least ADV bracis-33625 35 21 relevant relevant ADJ bracis-33625 35 22 features feature NOUN bracis-33625 35 23 for for ADP bracis-33625 35 24 the the DET bracis-33625 35 25 classification classification NOUN bracis-33625 35 26 task task NOUN bracis-33625 35 27 . . PUNCT bracis-33625 36 1 ( ( PUNCT bracis-33625 36 2 iii iii X bracis-33625 36 3 ) ) PUNCT bracis-33625 36 4 we we PRON bracis-33625 36 5 analyze analyze VERB bracis-33625 36 6 the the DET bracis-33625 36 7 effect effect NOUN bracis-33625 36 8 of of ADP bracis-33625 36 9 removing remove VERB bracis-33625 36 10 the the DET bracis-33625 36 11 most most ADV bracis-33625 36 12 and and CCONJ bracis-33625 36 13 least least ADJ bracis-33625 36 14 relevant relevant ADJ bracis-33625 36 15 features feature NOUN bracis-33625 36 16 on on ADP bracis-33625 36 17 the the DET bracis-33625 36 18 model model NOUN bracis-33625 36 19 performance performance NOUN bracis-33625 36 20 , , PUNCT bracis-33625 36 21 showing show VERB bracis-33625 36 22 that that SCONJ bracis-33625 36 23 the the DET bracis-33625 36 24 least least ADV bracis-33625 36 25 relevant relevant ADJ bracis-33625 36 26 features feature NOUN bracis-33625 36 27 have have VERB bracis-33625 36 28 almost almost ADV bracis-33625 36 29 no no PRON bracis-33625 36 30 impact impact NOUN bracis-33625 36 31 on on ADP bracis-33625 36 32 the the DET bracis-33625 36 33 model model NOUN bracis-33625 36 34 performance performance NOUN bracis-33625 36 35 , , PUNCT bracis-33625 36 36 while while SCONJ bracis-33625 36 37 the the DET bracis-33625 36 38 most most ADV bracis-33625 36 39 relevant relevant ADJ bracis-33625 36 40 features feature NOUN bracis-33625 36 41 do do AUX bracis-33625 36 42 not not PART bracis-33625 36 43 necessarily necessarily ADV bracis-33625 36 44 have have VERB bracis-33625 36 45 a a DET bracis-33625 36 46 high high ADJ bracis-33625 36 47 impact impact NOUN bracis-33625 36 48 on on ADP bracis-33625 36 49 the the DET bracis-33625 36 50 model model NOUN bracis-33625 36 51 performance performance NOUN bracis-33625 36 52 . . PUNCT bracis-33625 37 1 our our PRON bracis-33625 37 2 results result NOUN bracis-33625 37 3 indicate indicate VERB bracis-33625 37 4 that that SCONJ bracis-33625 37 5 we we PRON bracis-33625 37 6 can can AUX bracis-33625 37 7 leverage leverage VERB bracis-33625 37 8 lime lime NOUN bracis-33625 37 9 to to PART bracis-33625 37 10 generate generate VERB bracis-33625 37 11 global global ADJ bracis-33625 37 12 explanations explanation NOUN bracis-33625 37 13 , , PUNCT bracis-33625 37 14 providing provide VERB bracis-33625 37 15 insights insight NOUN bracis-33625 37 16 on on ADP bracis-33625 37 17 how how SCONJ bracis-33625 37 18 the the DET bracis-33625 37 19 model model NOUN bracis-33625 37 20 behaves behave VERB bracis-33625 37 21 over over ADP bracis-33625 37 22 the the DET bracis-33625 37 23 entire entire ADJ bracis-33625 37 24 dataset dataset NOUN bracis-33625 37 25 . . PUNCT bracis-33625 38 1 to to ADP bracis-33625 38 2 the the DET bracis-33625 38 3 best good ADJ bracis-33625 38 4 of of ADP bracis-33625 38 5 our our PRON bracis-33625 38 6 knowledge knowledge NOUN bracis-33625 38 7 , , PUNCT bracis-33625 38 8 this this PRON bracis-33625 38 9 is be AUX bracis-33625 38 10 one one NUM bracis-33625 38 11 of of ADP bracis-33625 38 12 the the DET bracis-33625 38 13 first first ADJ bracis-33625 38 14 works work NOUN bracis-33625 38 15 that that PRON bracis-33625 38 16 compare compare VERB bracis-33625 38 17 the the DET bracis-33625 38 18 global global ADJ bracis-33625 38 19 explanations explanation NOUN bracis-33625 38 20 of of ADP bracis-33625 38 21 lime lime NOUN bracis-33625 38 22 and and CCONJ bracis-33625 38 23 shap shap NOUN bracis-33625 38 24 for for ADP bracis-33625 38 25 the the DET bracis-33625 38 26 har har NOUN bracis-33625 38 27 task task NOUN bracis-33625 38 28 . . PUNCT bracis-33625 39 1 this this DET bracis-33625 39 2 comparison comparison NOUN bracis-33625 39 3 can can AUX bracis-33625 39 4 assist assist VERB bracis-33625 39 5 researchers researcher NOUN bracis-33625 39 6 in in ADP bracis-33625 39 7 understanding understand VERB bracis-33625 39 8 any any DET bracis-33625 39 9 disagreements disagreement NOUN bracis-33625 39 10 among among ADP bracis-33625 39 11 the the DET bracis-33625 39 12 explanations explanation NOUN bracis-33625 39 13 . . PUNCT bracis-33625 40 1 moreover moreover ADV bracis-33625 40 2 , , PUNCT bracis-33625 40 3 we we PRON bracis-33625 40 4 demonstrate demonstrate VERB bracis-33625 40 5 that that SCONJ bracis-33625 40 6 , , PUNCT bracis-33625 40 7 despite despite SCONJ bracis-33625 40 8 potential potential ADJ bracis-33625 40 9 discrepancies discrepancy NOUN bracis-33625 40 10 , , PUNCT bracis-33625 40 11 the the DET bracis-33625 40 12 explanations explanation NOUN bracis-33625 40 13 are be AUX bracis-33625 40 14 complementary complementary ADJ bracis-33625 40 15 and and CCONJ bracis-33625 40 16 can can AUX bracis-33625 40 17 be be AUX bracis-33625 40 18 used use VERB bracis-33625 40 19 with with ADP bracis-33625 40 20 confidence confidence NOUN bracis-33625 40 21 to to PART bracis-33625 40 22 understand understand VERB bracis-33625 40 23 the the DET bracis-33625 40 24 model model NOUN bracis-33625 40 25 ’s ’s PART bracis-33625 40 26 behavior behavior NOUN bracis-33625 40 27 and and CCONJ bracis-33625 40 28 deploy deploy VERB bracis-33625 40 29 the the DET bracis-33625 40 30 model model NOUN bracis-33625 40 31 in in ADP bracis-33625 40 32 real real ADJ bracis-33625 40 33 - - PUNCT bracis-33625 40 34 world world NOUN bracis-33625 40 35 applications application NOUN bracis-33625 40 36 . . PUNCT bracis-33625 41 1 the the DET bracis-33625 41 2 rest rest NOUN bracis-33625 41 3 of of ADP bracis-33625 41 4 this this DET bracis-33625 41 5 paper paper NOUN bracis-33625 41 6 is be AUX bracis-33625 41 7 divided divide VERB bracis-33625 41 8 into into ADP bracis-33625 41 9 the the DET bracis-33625 41 10 following follow VERB bracis-33625 41 11 parts part NOUN bracis-33625 41 12 : : PUNCT bracis-33625 41 13 sect sect NOUN bracis-33625 41 14 . . PUNCT bracis-33625 41 15     SPACE bracis-33625 42 1 2 2 NUM bracis-33625 42 2 presents present VERB bracis-33625 42 3 the the DET bracis-33625 42 4 related related ADJ bracis-33625 42 5 work work NOUN bracis-33625 42 6 for for ADP bracis-33625 42 7 har har NOUN bracis-33625 42 8 , , PUNCT bracis-33625 42 9 xai xai PROPN bracis-33625 42 10 , , PUNCT bracis-33625 42 11 and and CCONJ bracis-33625 42 12 how how SCONJ bracis-33625 42 13 to to PART bracis-33625 42 14 compare compare VERB bracis-33625 42 15 the the DET bracis-33625 42 16 explanations explanation NOUN bracis-33625 42 17 . . PUNCT bracis-33625 43 1 section section NOUN bracis-33625 43 2     SPACE bracis-33625 43 3 3 3 NUM bracis-33625 43 4 shows show VERB bracis-33625 43 5 the the DET bracis-33625 43 6 theoretical theoretical ADJ bracis-33625 43 7 background background NOUN bracis-33625 43 8 of of ADP bracis-33625 43 9 xai xai PROPN bracis-33625 43 10 and and CCONJ bracis-33625 43 11 describes describe VERB bracis-33625 43 12 the the DET bracis-33625 43 13 xai xai PROPN bracis-33625 43 14 techniques technique NOUN bracis-33625 43 15 employed employ VERB bracis-33625 43 16 in in ADP bracis-33625 43 17 this this DET bracis-33625 43 18 work work NOUN bracis-33625 43 19 . . PUNCT bracis-33625 44 1 section section NOUN bracis-33625 44 2     SPACE bracis-33625 44 3 4 4 NUM bracis-33625 44 4 discusses discuss VERB bracis-33625 44 5 the the DET bracis-33625 44 6 datasets dataset NOUN bracis-33625 44 7 , , PUNCT bracis-33625 44 8 the the DET bracis-33625 44 9 preprocessing preprocessing NOUN bracis-33625 44 10 steps step NOUN bracis-33625 44 11 , , PUNCT bracis-33625 44 12 and and CCONJ bracis-33625 44 13 the the DET bracis-33625 44 14 metrics metric NOUN bracis-33625 44 15 to to PART bracis-33625 44 16 compare compare VERB bracis-33625 44 17 the the DET bracis-33625 44 18 explanations explanation NOUN bracis-33625 44 19 . . PUNCT bracis-33625 45 1 section section NOUN bracis-33625 45 2     SPACE bracis-33625 45 3 5 5 NUM bracis-33625 45 4 exhibits exhibit VERB bracis-33625 45 5 the the DET bracis-33625 45 6 research research NOUN bracis-33625 45 7 questions question NOUN bracis-33625 45 8 and and CCONJ bracis-33625 45 9 experiment experiment NOUN bracis-33625 45 10 results result NOUN bracis-33625 45 11 and and CCONJ bracis-33625 45 12 addresses address NOUN bracis-33625 45 13 the the DET bracis-33625 45 14 proposed propose VERB bracis-33625 45 15 questions question NOUN bracis-33625 45 16 . . PUNCT bracis-33625 46 1 finally finally ADV bracis-33625 46 2 , , PUNCT bracis-33625 46 3 sect sect NOUN bracis-33625 46 4 . . PUNCT bracis-33625 46 5     SPACE bracis-33625 46 6 6 6 NUM bracis-33625 46 7 presents present VERB bracis-33625 46 8 the the DET bracis-33625 46 9 conclusions conclusion NOUN bracis-33625 46 10 and and CCONJ bracis-33625 46 11 feature feature NOUN bracis-33625 46 12 works work NOUN bracis-33625 46 13 . . PUNCT bracis-33625 47 1 2 2 NUM bracis-33625 47 2 related relate VERB bracis-33625 47 3 work work NOUN bracis-33625 47 4 in in ADP bracis-33625 47 5 the the DET bracis-33625 47 6 har har NOUN bracis-33625 47 7 literature literature NOUN bracis-33625 47 8 , , PUNCT bracis-33625 47 9 researchers researcher NOUN bracis-33625 47 10 have have AUX bracis-33625 47 11 employed employ VERB bracis-33625 47 12 different different ADJ bracis-33625 47 13 approaches approach NOUN bracis-33625 47 14 to to PART bracis-33625 47 15 explain explain VERB bracis-33625 47 16 the the DET bracis-33625 47 17 models model NOUN bracis-33625 47 18 , , PUNCT bracis-33625 47 19 such such ADJ bracis-33625 47 20 as as ADP bracis-33625 47 21 lime lime NOUN bracis-33625 47 22 , , PUNCT bracis-33625 47 23 shap shap PROPN bracis-33625 47 24 , , PUNCT bracis-33625 47 25 lrp lrp PROPN bracis-33625 47 26 , , PUNCT bracis-33625 47 27 grad grad NOUN bracis-33625 47 28 - - PUNCT bracis-33625 47 29 cam cam NOUN bracis-33625 47 30 , , PUNCT bracis-33625 47 31 and and CCONJ bracis-33625 47 32 others other NOUN bracis-33625 47 33 to to PART bracis-33625 47 34 provide provide VERB bracis-33625 47 35 the the DET bracis-33625 47 36 relevance relevance NOUN bracis-33625 47 37 of of ADP bracis-33625 47 38 each each DET bracis-33625 47 39 slice slice NOUN bracis-33625 47 40 of of ADP bracis-33625 47 41 the the DET bracis-33625 47 42 time time NOUN bracis-33625 47 43 series series NOUN bracis-33625 47 44 to to ADP bracis-33625 47 45 the the DET bracis-33625 47 46 prediction prediction NOUN bracis-33625 47 47     SPACE bracis-33625 48 1 [ [ X bracis-33625 48 2 6 6 NUM bracis-33625 48 3 , , PUNCT bracis-33625 48 4 10 10 NUM bracis-33625 48 5 , , PUNCT bracis-33625 48 6 21 21 NUM bracis-33625 48 7 ] ] PUNCT bracis-33625 48 8 . . PUNCT bracis-33625 49 1 on on ADP bracis-33625 49 2 the the DET bracis-33625 49 3 other other ADJ bracis-33625 49 4 hand hand NOUN bracis-33625 49 5 , , PUNCT bracis-33625 49 6 some some DET bracis-33625 49 7 works work NOUN bracis-33625 49 8 have have AUX bracis-33625 49 9 extracted extract VERB bracis-33625 49 10 handcrafted handcrafted ADJ bracis-33625 49 11 features feature NOUN bracis-33625 49 12 from from ADP bracis-33625 49 13 the the DET bracis-33625 49 14 time time NOUN bracis-33625 49 15 and and CCONJ bracis-33625 49 16 frequency frequency NOUN bracis-33625 49 17 domains domain NOUN bracis-33625 49 18 or or CCONJ bracis-33625 49 19 dimensionality dimensionality NOUN bracis-33625 49 20 reduction reduction NOUN bracis-33625 49 21 to to PART bracis-33625 49 22 represent represent VERB bracis-33625 49 23 the the DET bracis-33625 49 24 data datum NOUN bracis-33625 49 25 and and CCONJ bracis-33625 49 26 then then ADV bracis-33625 49 27 employed employ VERB bracis-33625 49 28 lime lime NOUN bracis-33625 49 29 and and CCONJ bracis-33625 49 30 shap shap NOUN bracis-33625 49 31 to to PART bracis-33625 49 32 explain explain VERB bracis-33625 49 33 the the DET bracis-33625 49 34 models model NOUN bracis-33625 49 35     SPACE bracis-33625 50 1 [ [ X bracis-33625 50 2 3 3 NUM bracis-33625 50 3 , , PUNCT bracis-33625 50 4 8 8 NUM bracis-33625 50 5 , , PUNCT bracis-33625 50 6 9 9 NUM bracis-33625 50 7 , , PUNCT bracis-33625 50 8 24 24 NUM bracis-33625 50 9 ] ] PUNCT bracis-33625 50 10 . . PUNCT bracis-33625 51 1 these these PRON bracis-33625 51 2 are be AUX bracis-33625 51 3 some some DET bracis-33625 51 4 xai xai PROPN bracis-33625 51 5 approaches approach NOUN bracis-33625 51 6 employed employ VERB bracis-33625 51 7 to to PART bracis-33625 51 8 explain explain VERB bracis-33625 51 9 har har NOUN bracis-33625 51 10 models model NOUN bracis-33625 51 11 , , PUNCT bracis-33625 51 12 but but CCONJ bracis-33625 51 13 these these DET bracis-33625 51 14 works work NOUN bracis-33625 51 15 do do AUX bracis-33625 51 16 not not PART bracis-33625 51 17 provide provide VERB bracis-33625 51 18 a a DET bracis-33625 51 19 concrete concrete ADJ bracis-33625 51 20 analysis analysis NOUN bracis-33625 51 21 or or CCONJ bracis-33625 51 22 discussions discussion NOUN bracis-33625 51 23 about about ADP bracis-33625 51 24 the the DET bracis-33625 51 25 explanations explanation NOUN bracis-33625 51 26 . . PUNCT bracis-33625 52 1 furthermore furthermore ADV bracis-33625 52 2 , , PUNCT bracis-33625 52 3 they they PRON bracis-33625 52 4 do do AUX bracis-33625 52 5 not not PART bracis-33625 52 6 address address VERB bracis-33625 52 7 the the DET bracis-33625 52 8 disagreement disagreement ADJ bracis-33625 52 9 problem problem NOUN bracis-33625 52 10 among among ADP bracis-33625 52 11 the the DET bracis-33625 52 12 xai xai PROPN bracis-33625 52 13 techniques technique NOUN bracis-33625 52 14 . . PUNCT bracis-33625 53 1 in in ADP bracis-33625 53 2 the the DET bracis-33625 53 3 literature literature NOUN bracis-33625 53 4 , , PUNCT bracis-33625 53 5 the the DET bracis-33625 53 6 most most ADV bracis-33625 53 7 common common ADJ bracis-33625 53 8 approach approach NOUN bracis-33625 53 9 to to ADP bracis-33625 53 10 measuring measure VERB bracis-33625 53 11 the the DET bracis-33625 53 12 disagreement disagreement NOUN bracis-33625 53 13 between between ADP bracis-33625 53 14 the the DET bracis-33625 53 15 explanations explanation NOUN bracis-33625 53 16 is be AUX bracis-33625 53 17 to to PART bracis-33625 53 18 compute compute VERB bracis-33625 53 19 the the DET bracis-33625 53 20 correlation correlation NOUN bracis-33625 53 21 among among ADP bracis-33625 53 22 explanations explanation NOUN bracis-33625 53 23 over over ADP bracis-33625 53 24 individual individual ADJ bracis-33625 53 25 samples sample NOUN bracis-33625 53 26     SPACE bracis-33625 54 1 [ [ X bracis-33625 54 2 2 2 NUM bracis-33625 54 3 , , PUNCT bracis-33625 54 4 7 7 NUM bracis-33625 54 5 , , PUNCT bracis-33625 54 6 11 11 NUM bracis-33625 54 7 , , PUNCT bracis-33625 54 8 16 16 NUM bracis-33625 54 9 ] ] PUNCT bracis-33625 54 10 . . PUNCT bracis-33625 55 1 this this DET bracis-33625 55 2 last last ADJ bracis-33625 55 3 - - PUNCT bracis-33625 55 4 mentioned mention VERB bracis-33625 55 5 approach approach NOUN bracis-33625 55 6 is be AUX bracis-33625 55 7 not not PART bracis-33625 55 8 a a DET bracis-33625 55 9 good good ADJ bracis-33625 55 10 way way NOUN bracis-33625 55 11 to to PART bracis-33625 55 12 validate validate VERB bracis-33625 55 13 the the DET bracis-33625 55 14 disagreement disagreement NOUN bracis-33625 55 15 . . PUNCT bracis-33625 56 1 since since SCONJ bracis-33625 56 2 , , PUNCT bracis-33625 56 3 in in ADP bracis-33625 56 4 some some DET bracis-33625 56 5 cases case NOUN bracis-33625 56 6 , , PUNCT bracis-33625 56 7 we we PRON bracis-33625 56 8 have have VERB bracis-33625 56 9 a a DET bracis-33625 56 10 classification classification NOUN bracis-33625 56 11 problem problem NOUN bracis-33625 56 12 and and CCONJ bracis-33625 56 13 there there PRON bracis-33625 56 14 are be VERB bracis-33625 56 15 many many ADJ bracis-33625 56 16 differences difference NOUN bracis-33625 56 17 between between ADP bracis-33625 56 18 the the DET bracis-33625 56 19 samples sample NOUN bracis-33625 56 20 of of ADP bracis-33625 56 21 the the DET bracis-33625 56 22 data datum NOUN bracis-33625 56 23 from from ADP bracis-33625 56 24 different different ADJ bracis-33625 56 25 classes class NOUN bracis-33625 56 26 , , PUNCT bracis-33625 56 27 so so SCONJ bracis-33625 56 28 it it PRON bracis-33625 56 29 is be AUX bracis-33625 56 30 viable viable ADJ bracis-33625 56 31 to to PART bracis-33625 56 32 think think VERB bracis-33625 56 33 that that SCONJ bracis-33625 56 34 the the DET bracis-33625 56 35 reasons reason NOUN bracis-33625 56 36 for for ADP bracis-33625 56 37 the the DET bracis-33625 56 38 model model NOUN bracis-33625 56 39 ’s ’s PART bracis-33625 56 40 decision decision NOUN bracis-33625 56 41 can can AUX bracis-33625 56 42 be be AUX bracis-33625 56 43 totally totally ADV bracis-33625 56 44 different different ADJ bracis-33625 56 45 . . PUNCT bracis-33625 57 1 to to PART bracis-33625 57 2 evaluate evaluate VERB bracis-33625 57 3 the the DET bracis-33625 57 4 trustworthiness trustworthiness NOUN bracis-33625 57 5 of of ADP bracis-33625 57 6 the the DET bracis-33625 57 7 explanations explanation NOUN bracis-33625 57 8 , , PUNCT bracis-33625 57 9 some some DET bracis-33625 57 10 researchers researcher NOUN bracis-33625 57 11 employed employ VERB bracis-33625 57 12 xai xai PROPN bracis-33625 57 13 techniques technique NOUN bracis-33625 57 14 to to PART bracis-33625 57 15 explain explain VERB bracis-33625 57 16 the the DET bracis-33625 57 17 model model NOUN bracis-33625 57 18 ’s ’s PART bracis-33625 57 19 decision decision NOUN bracis-33625 57 20 and and CCONJ bracis-33625 57 21 compared compare VERB bracis-33625 57 22 the the DET bracis-33625 57 23 explanations explanation NOUN bracis-33625 57 24 with with ADP bracis-33625 57 25 the the DET bracis-33625 57 26 previous previous ADJ bracis-33625 57 27 knowledge knowledge NOUN bracis-33625 57 28 about about ADP bracis-33625 57 29 the the DET bracis-33625 57 30 problem problem NOUN bracis-33625 57 31     SPACE bracis-33625 58 1 [ [ X bracis-33625 58 2 3 3 NUM bracis-33625 58 3 , , PUNCT bracis-33625 58 4 9 9 NUM bracis-33625 58 5 , , PUNCT bracis-33625 58 6 25 25 NUM bracis-33625 58 7 ] ] PUNCT bracis-33625 58 8 . . PUNCT bracis-33625 59 1 another another DET bracis-33625 59 2 comparison comparison NOUN bracis-33625 59 3 is be AUX bracis-33625 59 4 among among ADP bracis-33625 59 5 the the DET bracis-33625 59 6 explanations explanation NOUN bracis-33625 59 7 provided provide VERB bracis-33625 59 8 by by ADP bracis-33625 59 9 different different ADJ bracis-33625 59 10 xai xai PROPN bracis-33625 59 11 techniques technique NOUN bracis-33625 59 12 , , PUNCT bracis-33625 59 13 aiming aim VERB bracis-33625 59 14 to to PART bracis-33625 59 15 verify verify VERB bracis-33625 59 16 if if SCONJ bracis-33625 59 17 the the DET bracis-33625 59 18 explanations explanation NOUN bracis-33625 59 19 are be AUX bracis-33625 59 20 coherent coherent ADJ bracis-33625 59 21 with with ADP bracis-33625 59 22 each each DET bracis-33625 59 23 other other ADJ bracis-33625 59 24 . . PUNCT bracis-33625 60 1 this this DET bracis-33625 60 2 approach approach NOUN bracis-33625 60 3 is be AUX bracis-33625 60 4 common common ADJ bracis-33625 60 5 in in ADP bracis-33625 60 6 the the DET bracis-33625 60 7 literature literature NOUN bracis-33625 60 8 , , PUNCT bracis-33625 60 9 providing provide VERB bracis-33625 60 10 subjective subjective ADJ bracis-33625 60 11 analysis analysis NOUN bracis-33625 60 12 among among ADP bracis-33625 60 13 the the DET bracis-33625 60 14 explanations explanation NOUN bracis-33625 60 15 , , PUNCT bracis-33625 60 16 verifying verify VERB bracis-33625 60 17 if if SCONJ bracis-33625 60 18 the the DET bracis-33625 60 19 set set NOUN bracis-33625 60 20 of of ADP bracis-33625 60 21 the the DET bracis-33625 60 22 most most ADV bracis-33625 60 23 important important ADJ bracis-33625 60 24 features feature NOUN bracis-33625 60 25 is be AUX bracis-33625 60 26 the the DET bracis-33625 60 27 same same ADJ bracis-33625 60 28 among among ADP bracis-33625 60 29 the the DET bracis-33625 60 30 explanations explanation NOUN bracis-33625 60 31 , , PUNCT bracis-33625 60 32 for for ADP bracis-33625 60 33 example example NOUN bracis-33625 60 34 , , PUNCT bracis-33625 60 35 or or CCONJ bracis-33625 60 36 only only ADV bracis-33625 60 37 discussing discuss VERB bracis-33625 60 38 the the DET bracis-33625 60 39 differences difference NOUN bracis-33625 60 40 in in ADP bracis-33625 60 41 time time NOUN bracis-33625 60 42 consumed consume VERB bracis-33625 60 43 to to PART bracis-33625 60 44 compute compute VERB bracis-33625 60 45 the the DET bracis-33625 60 46 feature feature NOUN bracis-33625 60 47 importance importance NOUN bracis-33625 60 48 metric metric ADJ bracis-33625 60 49     SPACE bracis-33625 61 1 [ [ X bracis-33625 61 2 4 4 NUM bracis-33625 61 3 , , PUNCT bracis-33625 61 4 11 11 NUM bracis-33625 61 5 ] ] PUNCT bracis-33625 61 6 . . PUNCT bracis-33625 62 1 in in ADP bracis-33625 62 2 this this DET bracis-33625 62 3 study study NOUN bracis-33625 62 4 , , PUNCT bracis-33625 62 5 we we PRON bracis-33625 62 6 compute compute VERB bracis-33625 62 7 correlation correlation NOUN bracis-33625 62 8 metrics metric NOUN bracis-33625 62 9 to to PART bracis-33625 62 10 assess assess VERB bracis-33625 62 11 the the DET bracis-33625 62 12 agreement agreement NOUN bracis-33625 62 13 between between ADP bracis-33625 62 14 lime lime NOUN bracis-33625 62 15 and and CCONJ bracis-33625 62 16 shap shap PROPN bracis-33625 62 17 global global ADJ bracis-33625 62 18 explanations explanation NOUN bracis-33625 62 19 for for ADP bracis-33625 62 20 har har NOUN bracis-33625 62 21 models model NOUN bracis-33625 62 22 . . PUNCT bracis-33625 63 1 additionally additionally ADV bracis-33625 63 2 , , PUNCT bracis-33625 63 3 we we PRON bracis-33625 63 4 evaluate evaluate VERB bracis-33625 63 5 the the DET bracis-33625 63 6 quality quality NOUN bracis-33625 63 7 of of ADP bracis-33625 63 8 the the DET bracis-33625 63 9 feature feature NOUN bracis-33625 63 10 importance importance NOUN bracis-33625 63 11 results result NOUN bracis-33625 63 12 by by ADP bracis-33625 63 13 removing remove VERB bracis-33625 63 14 the the DET bracis-33625 63 15 least least ADJ bracis-33625 63 16 and and CCONJ bracis-33625 63 17 most most ADV bracis-33625 63 18 relevant relevant ADJ bracis-33625 63 19 features feature NOUN bracis-33625 63 20 according accord VERB bracis-33625 63 21 to to ADP bracis-33625 63 22 lime lime NOUN bracis-33625 63 23 and and CCONJ bracis-33625 63 24 shap shap NOUN bracis-33625 63 25 , , PUNCT bracis-33625 63 26 then then ADV bracis-33625 63 27 retraining retrain VERB bracis-33625 63 28 and and CCONJ bracis-33625 63 29 re re VERB bracis-33625 63 30 - - VERB bracis-33625 63 31 evaluating evaluate VERB bracis-33625 63 32 the the DET bracis-33625 63 33 models model NOUN bracis-33625 63 34 using use VERB bracis-33625 63 35 these these DET bracis-33625 63 36 subsets subset NOUN bracis-33625 63 37 . . PUNCT bracis-33625 64 1 3 3 NUM bracis-33625 64 2 theoretical theoretical ADJ bracis-33625 64 3 background background NOUN bracis-33625 64 4 this this DET bracis-33625 64 5 section section NOUN bracis-33625 64 6 provides provide VERB bracis-33625 64 7 an an DET bracis-33625 64 8 overview overview NOUN bracis-33625 64 9 of of ADP bracis-33625 64 10 lime lime NOUN bracis-33625 64 11 and and CCONJ bracis-33625 64 12 the the DET bracis-33625 64 13 methodology methodology NOUN bracis-33625 64 14 we we PRON bracis-33625 64 15 employ employ VERB bracis-33625 64 16 to to PART bracis-33625 64 17 compute compute VERB bracis-33625 64 18 global global ADJ bracis-33625 64 19 importance importance NOUN bracis-33625 64 20 values value NOUN bracis-33625 64 21 from from ADP bracis-33625 64 22 local local ADJ bracis-33625 64 23 ones one NOUN bracis-33625 64 24 . . PUNCT bracis-33625 65 1 local local ADJ bracis-33625 65 2 interpretable interpretable ADJ bracis-33625 65 3 model model ADJ bracis-33625 65 4 - - ADJ bracis-33625 65 5 agnostic agnostic ADJ bracis-33625 65 6 explanations explanation NOUN bracis-33625 65 7     SPACE bracis-33625 66 1 [ [ X bracis-33625 66 2 19 19 NUM bracis-33625 66 3 ] ] PUNCT bracis-33625 66 4 is be AUX bracis-33625 66 5 a a DET bracis-33625 66 6 model model ADJ bracis-33625 66 7 - - ADJ bracis-33625 66 8 agnostic agnostic ADJ bracis-33625 66 9 method method NOUN bracis-33625 66 10 that that PRON bracis-33625 66 11 explains explain VERB bracis-33625 66 12 the the DET bracis-33625 66 13 predictions prediction NOUN bracis-33625 66 14 of of ADP bracis-33625 66 15 any any DET bracis-33625 66 16 classifier classifier NOUN bracis-33625 66 17 by by ADP bracis-33625 66 18 learning learn VERB bracis-33625 66 19 an an DET bracis-33625 66 20 interpretable interpretable ADJ bracis-33625 66 21 model model NOUN bracis-33625 66 22 locally locally ADV bracis-33625 66 23 around around ADP bracis-33625 66 24 the the DET bracis-33625 66 25 prediction prediction NOUN bracis-33625 66 26 over over ADP bracis-33625 66 27 a a DET bracis-33625 66 28 dataset dataset NOUN bracis-33625 66 29 from from ADP bracis-33625 66 30 perturbed perturb VERB bracis-33625 66 31 instances instance NOUN bracis-33625 66 32 around around ADP bracis-33625 66 33 the the DET bracis-33625 66 34 instance instance NOUN bracis-33625 66 35 to to PART bracis-33625 66 36 be be AUX bracis-33625 66 37 explained explain VERB bracis-33625 66 38 and and CCONJ bracis-33625 66 39 then then ADV bracis-33625 66 40 fits fit VERB bracis-33625 66 41 a a DET bracis-33625 66 42 linear linear ADJ bracis-33625 66 43 model model NOUN bracis-33625 66 44 to to ADP bracis-33625 66 45 the the DET bracis-33625 66 46 dataset dataset NOUN bracis-33625 66 47 . . PUNCT bracis-33625 67 1 the the DET bracis-33625 67 2 coefficients coefficient NOUN bracis-33625 67 3 of of ADP bracis-33625 67 4 the the DET bracis-33625 67 5 linear linear ADJ bracis-33625 67 6 model model NOUN bracis-33625 67 7 are be AUX bracis-33625 67 8 used use VERB bracis-33625 67 9 to to PART bracis-33625 67 10 explain explain VERB bracis-33625 67 11 the the DET bracis-33625 67 12 prediction prediction NOUN bracis-33625 67 13 . . PUNCT bracis-33625 68 1 lime lime NOUN bracis-33625 68 2 has have AUX bracis-33625 68 3 been be AUX bracis-33625 68 4 used use VERB bracis-33625 68 5 to to PART bracis-33625 68 6 explain explain VERB bracis-33625 68 7 the the DET bracis-33625 68 8 predictions prediction NOUN bracis-33625 68 9 of of ADP bracis-33625 68 10 a a DET bracis-33625 68 11 variety variety NOUN bracis-33625 68 12 of of ADP bracis-33625 68 13 models model NOUN bracis-33625 68 14 , , PUNCT bracis-33625 68 15 including include VERB bracis-33625 68 16 deep deep ADJ bracis-33625 68 17 neural neural ADJ bracis-33625 68 18 networks network NOUN bracis-33625 68 19 , , PUNCT bracis-33625 68 20 random random ADJ bracis-33625 68 21 forests forest NOUN bracis-33625 68 22 , , PUNCT bracis-33625 68 23 and and CCONJ bracis-33625 68 24 support support VERB bracis-33625 68 25 vector vector NOUN bracis-33625 68 26 machines machine NOUN bracis-33625 68 27 . . PUNCT bracis-33625 69 1 it it PRON bracis-33625 69 2 is be AUX bracis-33625 69 3 also also ADV bracis-33625 69 4 capable capable ADJ bracis-33625 69 5 of of ADP bracis-33625 69 6 explaining explain VERB bracis-33625 69 7 the the DET bracis-33625 69 8 predictions prediction NOUN bracis-33625 69 9 of of ADP bracis-33625 69 10 models model NOUN bracis-33625 69 11 in in ADP bracis-33625 69 12 a a DET bracis-33625 69 13 variety variety NOUN bracis-33625 69 14 of of ADP bracis-33625 69 15 domains domain NOUN bracis-33625 69 16 , , PUNCT bracis-33625 69 17 including include VERB bracis-33625 69 18 text text NOUN bracis-33625 69 19 , , PUNCT bracis-33625 69 20 image image NOUN bracis-33625 69 21 , , PUNCT bracis-33625 69 22 and and CCONJ bracis-33625 69 23 tabular tabular PROPN bracis-33625 69 24 data datum NOUN bracis-33625 69 25 . . PUNCT bracis-33625 70 1 to to PART bracis-33625 70 2 measure measure VERB bracis-33625 70 3 the the DET bracis-33625 70 4 agreement agreement NOUN bracis-33625 70 5 among among ADP bracis-33625 70 6 global global ADJ bracis-33625 70 7 explanations explanation NOUN bracis-33625 70 8 , , PUNCT bracis-33625 70 9 it it PRON bracis-33625 70 10 is be AUX bracis-33625 70 11 necessary necessary ADJ bracis-33625 70 12 to to PART bracis-33625 70 13 calculate calculate VERB bracis-33625 70 14 feature feature NOUN bracis-33625 70 15 importance importance NOUN bracis-33625 70 16 globally globally ADV bracis-33625 70 17 for for ADP bracis-33625 70 18 lime lime NOUN bracis-33625 70 19 to to PART bracis-33625 70 20 compare compare VERB bracis-33625 70 21 the the DET bracis-33625 70 22 xai xai PROPN bracis-33625 70 23 techniques technique NOUN bracis-33625 70 24 globally globally ADV bracis-33625 70 25 . . PUNCT bracis-33625 71 1 van van PROPN bracis-33625 71 2 der der PROPN bracis-33625 71 3 linden linden PROPN bracis-33625 71 4 et et PROPN bracis-33625 71 5 al al PROPN bracis-33625 71 6 . . PUNCT bracis-33625 71 7     SPACE bracis-33625 72 1 [ [ X bracis-33625 72 2 12 12 NUM bracis-33625 72 3 ] ] PUNCT bracis-33625 72 4 proposed propose VERB bracis-33625 72 5 a a DET bracis-33625 72 6 methodology methodology NOUN bracis-33625 72 7 to to PART bracis-33625 72 8 calculate calculate VERB bracis-33625 72 9 global global ADJ bracis-33625 72 10 explanations explanation NOUN bracis-33625 72 11 for for ADP bracis-33625 72 12 lime lime NOUN bracis-33625 72 13 based base VERB bracis-33625 72 14 on on ADP bracis-33625 72 15 global global ADJ bracis-33625 72 16 aggregations aggregation NOUN bracis-33625 72 17 of of ADP bracis-33625 72 18 local local ADJ bracis-33625 72 19 explanations explanation NOUN bracis-33625 72 20 . . PUNCT bracis-33625 73 1 our our PRON bracis-33625 73 2 approach approach NOUN bracis-33625 73 3 is be AUX bracis-33625 73 4 similar similar ADJ bracis-33625 73 5 to to ADP bracis-33625 73 6 the the DET bracis-33625 73 7 one one NOUN bracis-33625 73 8 proposed propose VERB bracis-33625 73 9 by by ADP bracis-33625 73 10 van van PROPN bracis-33625 73 11 der der PROPN bracis-33625 73 12 linden linden PROPN bracis-33625 73 13 et et PROPN bracis-33625 73 14 al al PROPN bracis-33625 73 15 . . PUNCT bracis-33625 73 16     SPACE bracis-33625 74 1 [ [ X bracis-33625 74 2 12 12 NUM bracis-33625 74 3 ] ] PUNCT bracis-33625 74 4 – – PUNCT bracis-33625 74 5 the the DET bracis-33625 74 6 key key ADJ bracis-33625 74 7 difference difference NOUN bracis-33625 74 8 is be AUX bracis-33625 74 9 that that SCONJ bracis-33625 74 10 we we PRON bracis-33625 74 11 compute compute VERB bracis-33625 74 12 explanations explanation NOUN bracis-33625 74 13 per per ADP bracis-33625 74 14 class class NOUN bracis-33625 74 15 , , PUNCT bracis-33625 74 16 then then ADV bracis-33625 74 17 compute compute VERB bracis-33625 74 18 the the DET bracis-33625 74 19 global global ADJ bracis-33625 74 20 explanations explanation NOUN bracis-33625 74 21 using use VERB bracis-33625 74 22 the the DET bracis-33625 74 23 classes class NOUN bracis-33625 74 24 explanations explanation NOUN bracis-33625 74 25 . . PUNCT bracis-33625 75 1 our our PRON bracis-33625 75 2 method method NOUN bracis-33625 75 3 computes compute VERB bracis-33625 75 4 the the DET bracis-33625 75 5 global global ADJ bracis-33625 75 6 average average ADJ bracis-33625 75 7 importance importance NOUN bracis-33625 75 8 for for ADP bracis-33625 75 9 each each DET bracis-33625 75 10 class class NOUN bracis-33625 75 11 and and CCONJ bracis-33625 75 12 then then ADV bracis-33625 75 13 sums sum VERB bracis-33625 75 14 the the DET bracis-33625 75 15 aggregated aggregated ADJ bracis-33625 75 16 importance importance NOUN bracis-33625 75 17 for for SCONJ bracis-33625 75 18 each each DET bracis-33625 75 19 feature feature NOUN bracis-33625 75 20 to to PART bracis-33625 75 21 obtain obtain VERB bracis-33625 75 22 the the DET bracis-33625 75 23 global global ADJ bracis-33625 75 24 importance importance NOUN bracis-33625 75 25 . . PUNCT bracis-33625 76 1 the the DET bracis-33625 76 2 steps step NOUN bracis-33625 76 3 to to PART bracis-33625 76 4 calculate calculate VERB bracis-33625 76 5 the the DET bracis-33625 76 6 global global ADJ bracis-33625 76 7 importance importance NOUN bracis-33625 76 8 are be AUX bracis-33625 76 9 as as SCONJ bracis-33625 76 10 follows follow VERB bracis-33625 76 11 : : PUNCT bracis-33625 76 12 step step NOUN bracis-33625 76 13 1 1 NUM bracis-33625 76 14 : : PUNCT bracis-33625 76 15 group group NOUN bracis-33625 76 16 the the DET bracis-33625 76 17 samples sample NOUN bracis-33625 76 18 by by ADP bracis-33625 76 19 class class NOUN bracis-33625 76 20 and and CCONJ bracis-33625 76 21 calculate calculate VERB bracis-33625 76 22 the the DET bracis-33625 76 23 feature feature NOUN bracis-33625 76 24 importance importance NOUN bracis-33625 76 25 for for ADP bracis-33625 76 26 each each DET bracis-33625 76 27 sample sample NOUN bracis-33625 76 28 ; ; PUNCT bracis-33625 76 29 step step NOUN bracis-33625 76 30 2 2 NUM bracis-33625 76 31 : : PUNCT bracis-33625 76 32 calculate calculate VERB bracis-33625 76 33 the the DET bracis-33625 76 34 absolute absolute ADJ bracis-33625 76 35 mean mean NOUN bracis-33625 76 36 of of ADP bracis-33625 76 37 the the DET bracis-33625 76 38 feature feature NOUN bracis-33625 76 39 importance importance NOUN bracis-33625 76 40 \(w_{ij}\ \(w_{ij}\ NOUN bracis-33625 76 41 ) ) PUNCT bracis-33625 76 42 for for ADP bracis-33625 76 43 each each DET bracis-33625 76 44 class class NOUN bracis-33625 76 45 k k NOUN bracis-33625 76 46 : : PUNCT bracis-33625 76 47 $ $ SYM bracis-33625 76 48 $ $ SYM bracis-33625 76 49 \begin{aligned \begin{aligne VERB bracis-33625 76 50 } } PUNCT bracis-33625 76 51 i_{j}^{k i_{j}^{k PROPN bracis-33625 76 52 } } PUNCT bracis-33625 76 53 = = PUNCT bracis-33625 76 54 \dfrac{1}{n_k}\sum \dfrac{1}{n_k}\sum NOUN bracis-33625 76 55 _ _ PRON bracis-33625 76 56 { { PUNCT bracis-33625 76 57 i=1}^{n_k i=1}^{n_k ADV bracis-33625 76 58 } } PUNCT bracis-33625 76 59 |w_{ij}| |w_{ij}| X bracis-33625 76 60 \ \ PROPN bracis-33625 76 61 ; ; PUNCT bracis-33625 76 62 ; ; PUNCT bracis-33625 77 1 \ \ PROPN bracis-33625 77 2 ; ; PUNCT bracis-33625 77 3 \forall \forall PRON bracis-33625 77 4 k k PROPN bracis-33625 77 5 \in \in PROPN bracis-33625 77 6 \{1 \{1 PROPN bracis-33625 77 7 , , PUNCT bracis-33625 77 8 \cdots \cdot NOUN bracis-33625 77 9 , , PUNCT bracis-33625 77 10 m\ m\ NOUN bracis-33625 77 11 } } PUNCT bracis-33625 77 12 \end{aligned}$$ \end{aligned}$$ X bracis-33625 77 13 ( ( PUNCT bracis-33625 77 14 1 1 NUM bracis-33625 77 15 ) ) PUNCT bracis-33625 77 16 where where SCONJ bracis-33625 77 17 m m NOUN bracis-33625 77 18 is be AUX bracis-33625 77 19 the the DET bracis-33625 77 20 number number NOUN bracis-33625 77 21 of of ADP bracis-33625 77 22 classes class NOUN bracis-33625 77 23 , , PUNCT bracis-33625 77 24 \(n_k\ \(n_k\ PROPN bracis-33625 77 25 ) ) PUNCT bracis-33625 77 26 is be AUX bracis-33625 77 27 the the DET bracis-33625 77 28 number number NOUN bracis-33625 77 29 of of ADP bracis-33625 77 30 samples sample NOUN bracis-33625 77 31 that that PRON bracis-33625 77 32 belong belong VERB bracis-33625 77 33 to to ADP bracis-33625 77 34 class class NOUN bracis-33625 77 35 k k PROPN bracis-33625 77 36 , , PUNCT bracis-33625 77 37 \(w_{ij}\ \(w_{ij}\ PROPN bracis-33625 77 38 ) ) PUNCT bracis-33625 77 39 is be AUX bracis-33625 77 40 the the DET bracis-33625 77 41 feature feature NOUN bracis-33625 77 42 importance importance NOUN bracis-33625 77 43 for for ADP bracis-33625 77 44 the the DET bracis-33625 77 45 feature feature NOUN bracis-33625 77 46 j j PROPN bracis-33625 77 47 from from ADP bracis-33625 77 48 the the DET bracis-33625 77 49 \(i \(i NOUN bracis-33625 77 50 - - PUNCT bracis-33625 77 51 th\ th\ ADJ bracis-33625 77 52 ) ) PUNCT bracis-33625 77 53 sample sample NOUN bracis-33625 77 54 , , PUNCT bracis-33625 77 55 and and CCONJ bracis-33625 77 56 \(i_{j}^{k}\ \(i_{j}^{k}\ NOUN bracis-33625 77 57 ) ) PUNCT bracis-33625 77 58 is be AUX bracis-33625 77 59 the the DET bracis-33625 77 60 importance importance NOUN bracis-33625 77 61 of of ADP bracis-33625 77 62 feature feature NOUN bracis-33625 77 63 j j PROPN bracis-33625 77 64 for for ADP bracis-33625 77 65 class class PROPN bracis-33625 77 66 k k PROPN bracis-33625 77 67 ; ; PUNCT bracis-33625 77 68 step step NOUN bracis-33625 77 69 3 3 NUM bracis-33625 77 70 : : PUNCT bracis-33625 77 71 finally finally ADV bracis-33625 77 72 , , PUNCT bracis-33625 77 73 the the DET bracis-33625 77 74 global global ADJ bracis-33625 77 75 explanation explanation NOUN bracis-33625 77 76 is be AUX bracis-33625 77 77 calculated calculate VERB bracis-33625 77 78 by by ADP bracis-33625 77 79 summing sum VERB bracis-33625 77 80 the the DET bracis-33625 77 81 feature feature NOUN bracis-33625 77 82 importance importance NOUN bracis-33625 77 83 for for ADP bracis-33625 77 84 each each DET bracis-33625 77 85 class class NOUN bracis-33625 77 86 : : PUNCT bracis-33625 77 87 $ $ SYM bracis-33625 77 88 $ $ SYM bracis-33625 77 89 \begin{aligned \begin{aligne VERB bracis-33625 77 90 } } PUNCT bracis-33625 77 91 i_{j}^{global i_{j}^{global ADJ bracis-33625 77 92 } } PUNCT bracis-33625 77 93 = = SYM bracis-33625 77 94 \sum \sum NOUN bracis-33625 77 95 _ _ PUNCT bracis-33625 77 96 { { PUNCT bracis-33625 77 97 k=1}^m k=1}^m X bracis-33625 77 98 i_{j}^{k i_{j}^{k PROPN bracis-33625 77 99 } } PUNCT bracis-33625 77 100 \ \ NOUN bracis-33625 77 101 ; ; PUNCT bracis-33625 77 102 ; ; PUNCT bracis-33625 77 103 \ \ PROPN bracis-33625 77 104 ; ; PUNCT bracis-33625 77 105 \forall \forall DET bracis-33625 77 106 j j PROPN bracis-33625 77 107 \in \in PROPN bracis-33625 77 108 \{1 \{1 PROPN bracis-33625 77 109 , , PUNCT bracis-33625 77 110 \cdots \cdot NOUN bracis-33625 77 111 , , PUNCT bracis-33625 77 112 n\ n\ PROPN bracis-33625 77 113 } } PUNCT bracis-33625 77 114 \end{aligned}$$ \end{aligned}$$ X bracis-33625 77 115 ( ( PUNCT bracis-33625 77 116 2 2 NUM bracis-33625 77 117 ) ) PUNCT bracis-33625 77 118 where where SCONJ bracis-33625 77 119 \(i_{j}^{global}\ \(i_{j}^{global}\ NUM bracis-33625 77 120 ) ) PUNCT bracis-33625 77 121 is be AUX bracis-33625 77 122 the the DET bracis-33625 77 123 global global ADJ bracis-33625 77 124 importance importance NOUN bracis-33625 77 125 of of ADP bracis-33625 77 126 the the DET bracis-33625 77 127 feature feature NOUN bracis-33625 77 128 j j PROPN bracis-33625 77 129 over over ADP bracis-33625 77 130 the the DET bracis-33625 77 131 entire entire ADJ bracis-33625 77 132 set set NOUN bracis-33625 77 133 of of ADP bracis-33625 77 134 samples sample NOUN bracis-33625 77 135 . . PUNCT bracis-33625 78 1 4 4 NUM bracis-33625 78 2 materials material NOUN bracis-33625 78 3 and and CCONJ bracis-33625 78 4     SPACE bracis-33625 78 5 methods method NOUN bracis-33625 78 6 this this DET bracis-33625 78 7 section section NOUN bracis-33625 78 8 presents present VERB bracis-33625 78 9 the the DET bracis-33625 78 10 datasets dataset NOUN bracis-33625 78 11 used use VERB bracis-33625 78 12 in in ADP bracis-33625 78 13 our our PRON bracis-33625 78 14 experiments experiment NOUN bracis-33625 78 15 , , PUNCT bracis-33625 78 16 the the DET bracis-33625 78 17 preprocessing preprocessing NOUN bracis-33625 78 18 steps step NOUN bracis-33625 78 19 applied apply VERB bracis-33625 78 20 to to PART bracis-33625 78 21 standardize standardize VERB bracis-33625 78 22 the the DET bracis-33625 78 23 data datum NOUN bracis-33625 78 24 , , PUNCT bracis-33625 78 25 and and CCONJ bracis-33625 78 26 the the DET bracis-33625 78 27 methodology methodology NOUN bracis-33625 78 28 employed employ VERB bracis-33625 78 29 to to PART bracis-33625 78 30 evaluate evaluate VERB bracis-33625 78 31 the the DET bracis-33625 78 32 explanations explanation NOUN bracis-33625 78 33 . . PUNCT bracis-33625 79 1 the the DET bracis-33625 79 2 experimental experimental ADJ bracis-33625 79 3 setup setup NOUN bracis-33625 79 4 includes include VERB bracis-33625 79 5 the the DET bracis-33625 79 6 dimensionality dimensionality NOUN bracis-33625 79 7 reduction reduction NOUN bracis-33625 79 8 techniques technique NOUN bracis-33625 79 9 employed employ VERB bracis-33625 79 10 to to PART bracis-33625 79 11 reduce reduce VERB bracis-33625 79 12 the the DET bracis-33625 79 13 data datum NOUN bracis-33625 79 14 to to ADP bracis-33625 79 15 a a DET bracis-33625 79 16 common common ADJ bracis-33625 79 17 feature feature NOUN bracis-33625 79 18 space space NOUN bracis-33625 79 19 , , PUNCT bracis-33625 79 20 the the DET bracis-33625 79 21 classifiers classifier NOUN bracis-33625 79 22 used use VERB bracis-33625 79 23 , , PUNCT bracis-33625 79 24 and and CCONJ bracis-33625 79 25 the the DET bracis-33625 79 26 metrics metric NOUN bracis-33625 79 27 to to PART bracis-33625 79 28 evaluate evaluate VERB bracis-33625 79 29 the the DET bracis-33625 79 30 disagreement disagreement NOUN bracis-33625 79 31 of of ADP bracis-33625 79 32 xai xai PROPN bracis-33625 79 33 techniques technique NOUN bracis-33625 79 34 . . PUNCT bracis-33625 80 1 4.1 4.1 NUM bracis-33625 80 2 datasets dataset NOUN bracis-33625 80 3 as as SCONJ bracis-33625 80 4 mentioned mention VERB bracis-33625 80 5 before before ADV bracis-33625 80 6 , , PUNCT bracis-33625 80 7 the the DET bracis-33625 80 8 selection selection NOUN bracis-33625 80 9 of of ADP bracis-33625 80 10 the the DET bracis-33625 80 11 datasets dataset NOUN bracis-33625 80 12 and and CCONJ bracis-33625 80 13 the the DET bracis-33625 80 14 choice choice NOUN bracis-33625 80 15 to to PART bracis-33625 80 16 employ employ VERB bracis-33625 80 17 a a DET bracis-33625 80 18 reducer reducer NOUN bracis-33625 80 19 aiming aim VERB bracis-33625 80 20 to to PART bracis-33625 80 21 provide provide VERB bracis-33625 80 22 a a DET bracis-33625 80 23 general general ADJ bracis-33625 80 24 and and CCONJ bracis-33625 80 25 compact compact ADJ bracis-33625 80 26 representation representation NOUN bracis-33625 80 27 is be AUX bracis-33625 80 28 based base VERB bracis-33625 80 29 on on ADP bracis-33625 80 30 the the DET bracis-33625 80 31 work work NOUN bracis-33625 80 32     SPACE bracis-33625 80 33 of of ADP bracis-33625 80 34 h.iaacfootnote h.iaacfootnote NOUN bracis-33625 80 35 2 2 NUM bracis-33625 80 36 team team NOUN bracis-33625 80 37 , , PUNCT bracis-33625 80 38 which which PRON bracis-33625 80 39 selected select VERB bracis-33625 80 40 a a DET bracis-33625 80 41 subset subset NOUN bracis-33625 80 42 of of ADP bracis-33625 80 43 available available ADJ bracis-33625 80 44 datasets dataset NOUN bracis-33625 80 45 to to PART bracis-33625 80 46 work work VERB bracis-33625 80 47 with with ADP bracis-33625 80 48 . . PUNCT bracis-33625 81 1 after after ADP bracis-33625 81 2 analyzing analyze VERB bracis-33625 81 3 various various ADJ bracis-33625 81 4 datasets dataset NOUN bracis-33625 81 5 , , PUNCT bracis-33625 81 6 the the DET bracis-33625 81 7 group group NOUN bracis-33625 81 8 decided decide VERB bracis-33625 81 9 to to PART bracis-33625 81 10 work work VERB bracis-33625 81 11 with with ADP bracis-33625 81 12 : : PUNCT bracis-33625 81 13 kuhar kuhar PROPN bracis-33625 81 14 ( ( PUNCT bracis-33625 81 15 kh kh PROPN bracis-33625 81 16 ) ) PUNCT bracis-33625 81 17     SPACE bracis-33625 82 1 [ [ X bracis-33625 82 2 15 15 NUM bracis-33625 82 3 ] ] PUNCT bracis-33625 82 4 , , PUNCT bracis-33625 82 5 motionsense motionsense NOUN bracis-33625 82 6 ( ( PUNCT bracis-33625 82 7 ms ms NOUN bracis-33625 82 8 ) ) PUNCT bracis-33625 82 9     SPACE bracis-33625 83 1 [ [ X bracis-33625 83 2 14 14 NUM bracis-33625 83 3 ] ] X bracis-33625 83 4 , , PUNCT bracis-33625 83 5 realworld realworld PROPN bracis-33625 83 6 ( ( PUNCT bracis-33625 83 7 rw rw NOUN bracis-33625 83 8 ) ) PUNCT bracis-33625 83 9     SPACE bracis-33625 84 1 [ [ X bracis-33625 84 2 23 23 NUM bracis-33625 84 3 ] ] PUNCT bracis-33625 84 4 , , PUNCT bracis-33625 84 5 wisdm wisdm NOUN bracis-33625 84 6     SPACE bracis-33625 85 1 [ [ X bracis-33625 85 2 26 26 NUM bracis-33625 85 3 ] ] PUNCT bracis-33625 85 4 , , PUNCT bracis-33625 85 5 and and CCONJ bracis-33625 85 6 the the DET bracis-33625 85 7 updated update VERB bracis-33625 85 8 version version NOUN bracis-33625 85 9 of of ADP bracis-33625 85 10     SPACE bracis-33625 85 11 the the DET bracis-33625 85 12 uci uci PROPN bracis-33625 85 13 - - PUNCT bracis-33625 85 14 har har PROPN bracis-33625 85 15 ( ( PUNCT bracis-33625 85 16 uci uci PROPN bracis-33625 85 17 ) ) PUNCT bracis-33625 85 18 dataset dataset NOUN bracis-33625 85 19     SPACE bracis-33625 86 1 [ [ X bracis-33625 86 2 18 18 NUM bracis-33625 86 3 ] ] PUNCT bracis-33625 86 4 . . PUNCT bracis-33625 87 1 these these DET bracis-33625 87 2 datasets dataset NOUN bracis-33625 87 3 have have VERB bracis-33625 87 4 some some DET bracis-33625 87 5 differences difference NOUN bracis-33625 87 6 regarding regard VERB bracis-33625 87 7 the the DET bracis-33625 87 8 smartphone smartphone NOUN bracis-33625 87 9 position position NOUN bracis-33625 87 10 , , PUNCT bracis-33625 87 11 the the DET bracis-33625 87 12 metric metric NOUN bracis-33625 87 13 used use VERB bracis-33625 87 14 to to PART bracis-33625 87 15 record record VERB bracis-33625 87 16 the the DET bracis-33625 87 17 accelerometer accelerometer NOUN bracis-33625 87 18 samples sample NOUN bracis-33625 87 19 , , PUNCT bracis-33625 87 20 the the DET bracis-33625 87 21 sampling sampling NOUN bracis-33625 87 22 rate rate NOUN bracis-33625 87 23 , , PUNCT bracis-33625 87 24 and and CCONJ bracis-33625 87 25 the the DET bracis-33625 87 26 number number NOUN bracis-33625 87 27 of of ADP bracis-33625 87 28 users user NOUN bracis-33625 87 29 and and CCONJ bracis-33625 87 30 activities activity NOUN bracis-33625 87 31 registered register VERB bracis-33625 87 32 , , PUNCT bracis-33625 87 33 but but CCONJ bracis-33625 87 34 they they PRON bracis-33625 87 35 share share VERB bracis-33625 87 36 common common ADJ bracis-33625 87 37 activities activity NOUN bracis-33625 87 38 , , PUNCT bracis-33625 87 39 such such ADJ bracis-33625 87 40 as as ADP bracis-33625 87 41 sitting sit VERB bracis-33625 87 42 , , PUNCT bracis-33625 87 43 standing standing NOUN bracis-33625 87 44 , , PUNCT bracis-33625 87 45 walking walk VERB bracis-33625 87 46 , , PUNCT bracis-33625 87 47 walking walk VERB bracis-33625 87 48 upstairs upstairs ADV bracis-33625 87 49 , , PUNCT bracis-33625 87 50 downstairs downstairs ADV bracis-33625 87 51 , , PUNCT bracis-33625 87 52 and and CCONJ bracis-33625 87 53 running run VERB bracis-33625 87 54 . . PUNCT bracis-33625 88 1 table table NOUN bracis-33625 88 2     SPACE bracis-33625 88 3 1 1 NUM bracis-33625 88 4 provides provide VERB bracis-33625 88 5 a a DET bracis-33625 88 6 comprehensive comprehensive ADJ bracis-33625 88 7 overview overview NOUN bracis-33625 88 8 of of ADP bracis-33625 88 9 the the DET bracis-33625 88 10 datasets dataset NOUN bracis-33625 88 11 ’ ' PUNCT bracis-33625 88 12 key key ADJ bracis-33625 88 13 characteristics characteristic NOUN bracis-33625 88 14 . . PUNCT bracis-33625 89 1 table table NOUN bracis-33625 89 2 1 1 NUM bracis-33625 89 3 . . NUM bracis-33625 89 4 selected select VERB bracis-33625 89 5 datasets dataset NOUN bracis-33625 89 6 and and CCONJ bracis-33625 89 7 their their PRON bracis-33625 89 8 main main ADJ bracis-33625 89 9 features.full features.full NOUN bracis-33625 89 10 size size NOUN bracis-33625 89 11 table table NOUN bracis-33625 89 12 due due ADP bracis-33625 89 13 to to ADP bracis-33625 89 14 many many ADJ bracis-33625 89 15 divergences divergence NOUN bracis-33625 89 16 among among ADP bracis-33625 89 17 the the DET bracis-33625 89 18 datasets dataset NOUN bracis-33625 89 19 ’ ' PUNCT bracis-33625 89 20 characteristics characteristic NOUN bracis-33625 90 1 , , PUNCT bracis-33625 90 2 we we PRON bracis-33625 90 3 executed execute VERB bracis-33625 90 4 preprocessing preprocesse VERB bracis-33625 90 5 operations operation NOUN bracis-33625 90 6 to to PART bracis-33625 90 7 minimize minimize VERB bracis-33625 90 8 attribute attribute NOUN bracis-33625 90 9 variations variation NOUN bracis-33625 90 10 , , PUNCT bracis-33625 90 11 ensure ensure VERB bracis-33625 90 12 a a DET bracis-33625 90 13 meaningful meaningful ADJ bracis-33625 90 14 comparison comparison NOUN bracis-33625 90 15 of of ADP bracis-33625 90 16 evaluation evaluation NOUN bracis-33625 90 17 results result NOUN bracis-33625 90 18 , , PUNCT bracis-33625 90 19 and and CCONJ bracis-33625 90 20 address address NOUN bracis-33625 90 21 disparities disparity NOUN bracis-33625 90 22 among among ADP bracis-33625 90 23 the the DET bracis-33625 90 24 datasets dataset NOUN bracis-33625 90 25 . . PUNCT bracis-33625 91 1 table table NOUN bracis-33625 91 2     SPACE bracis-33625 91 3 2 2 NUM bracis-33625 91 4 presents present VERB bracis-33625 91 5 the the DET bracis-33625 91 6 set set NOUN bracis-33625 91 7 of of ADP bracis-33625 91 8 preprocessing preprocesse VERB bracis-33625 91 9 steps step NOUN bracis-33625 91 10 applied apply VERB bracis-33625 91 11 to to PART bracis-33625 91 12 generate generate VERB bracis-33625 91 13 the the DET bracis-33625 91 14 standardized standardized ADJ bracis-33625 91 15 view view NOUN bracis-33625 91 16 for for ADP bracis-33625 91 17 each each DET bracis-33625 91 18 dataset dataset NOUN bracis-33625 91 19 . . PUNCT bracis-33625 92 1 table table NOUN bracis-33625 92 2 2 2 NUM bracis-33625 92 3 . . PUNCT bracis-33625 93 1 set set NOUN bracis-33625 93 2 of of ADP bracis-33625 93 3 preprocessing preprocesse VERB bracis-33625 93 4 steps step NOUN bracis-33625 93 5 applied apply VERB bracis-33625 93 6 to to PART bracis-33625 93 7 generate generate VERB bracis-33625 93 8 the the DET bracis-33625 93 9 standardized standardized ADJ bracis-33625 93 10 view view NOUN bracis-33625 93 11 for for ADP bracis-33625 93 12 each each DET bracis-33625 93 13 dataset.full dataset.full PROPN bracis-33625 93 14 size size NOUN bracis-33625 93 15 table table NOUN bracis-33625 93 16 the the DET bracis-33625 93 17 gravity gravity NOUN bracis-33625 93 18 component component NOUN bracis-33625 93 19 was be AUX bracis-33625 93 20 removed remove VERB bracis-33625 93 21 using use VERB bracis-33625 93 22 a a DET bracis-33625 93 23 third third ADJ bracis-33625 93 24 - - PUNCT bracis-33625 93 25 order order NOUN bracis-33625 93 26 high high ADJ bracis-33625 93 27 - - PUNCT bracis-33625 93 28 pass pass NOUN bracis-33625 93 29 butterworth butterworth NOUN bracis-33625 93 30 filter filter NOUN bracis-33625 93 31 with with ADP bracis-33625 93 32 a a DET bracis-33625 93 33 cutoff cutoff NOUN bracis-33625 93 34 frequency frequency NOUN bracis-33625 93 35 of of ADP bracis-33625 93 36 0.3 0.3 NUM bracis-33625 93 37     SPACE bracis-33625 93 38 hz hz VERB bracis-33625 93 39 , , PUNCT bracis-33625 93 40 an an DET bracis-33625 93 41 approach approach NOUN bracis-33625 93 42 presented present VERB bracis-33625 93 43 by by ADP bracis-33625 93 44 anguita anguita PROPN bracis-33625 93 45 et et PROPN bracis-33625 93 46 al al PROPN bracis-33625 93 47 . . PUNCT bracis-33625 93 48     SPACE bracis-33625 94 1 [ [ X bracis-33625 94 2 1 1 NUM bracis-33625 94 3 ] ] PUNCT bracis-33625 94 4 , , PUNCT bracis-33625 94 5 and and CCONJ bracis-33625 94 6 the the DET bracis-33625 94 7 re re ADJ bracis-33625 94 8 - - ADJ bracis-33625 94 9 labeling labeling ADJ bracis-33625 94 10 step step NOUN bracis-33625 94 11 was be AUX bracis-33625 94 12 applied apply VERB bracis-33625 94 13 to to PART bracis-33625 94 14 standardize standardize VERB bracis-33625 94 15 the the DET bracis-33625 94 16 labels label NOUN bracis-33625 94 17 for for ADP bracis-33625 94 18 the the DET bracis-33625 94 19 same same ADJ bracis-33625 94 20 activities activity NOUN bracis-33625 94 21 across across ADP bracis-33625 94 22 the the DET bracis-33625 94 23 datasets dataset NOUN bracis-33625 94 24 . . PUNCT bracis-33625 95 1 after after ADP bracis-33625 95 2 these these DET bracis-33625 95 3 rigorous rigorous ADJ bracis-33625 95 4 preprocessing preprocessing NOUN bracis-33625 95 5 steps step NOUN bracis-33625 95 6 on on ADP bracis-33625 95 7 each each DET bracis-33625 95 8 dataset dataset NOUN bracis-33625 95 9 , , PUNCT bracis-33625 95 10 we we PRON bracis-33625 95 11 ensured ensure VERB bracis-33625 95 12 that that SCONJ bracis-33625 95 13 all all DET bracis-33625 95 14 datasets dataset NOUN bracis-33625 95 15 had have VERB bracis-33625 95 16 the the DET bracis-33625 95 17 same same ADJ bracis-33625 95 18 data data NOUN bracis-33625 95 19 format format NOUN bracis-33625 95 20 , , PUNCT bracis-33625 95 21 the the DET bracis-33625 95 22 same same ADJ bracis-33625 95 23 number number NOUN bracis-33625 95 24 of of ADP bracis-33625 95 25 features feature NOUN bracis-33625 95 26 , , PUNCT bracis-33625 95 27 and and CCONJ bracis-33625 95 28 that that SCONJ bracis-33625 95 29 their their PRON bracis-33625 95 30 features feature NOUN bracis-33625 95 31 have have VERB bracis-33625 95 32 the the DET bracis-33625 95 33 same same ADJ bracis-33625 95 34 meaning meaning NOUN bracis-33625 95 35 , , PUNCT bracis-33625 95 36 facilitating facilitate VERB bracis-33625 95 37 the the DET bracis-33625 95 38 comparison comparison NOUN bracis-33625 95 39 among among ADP bracis-33625 95 40 them they PRON bracis-33625 95 41 . . PUNCT bracis-33625 96 1 furthermore furthermore ADV bracis-33625 96 2 , , PUNCT bracis-33625 96 3 we we PRON bracis-33625 96 4 balanced balance VERB bracis-33625 96 5 the the DET bracis-33625 96 6 dataset dataset NOUN bracis-33625 96 7 for for ADP bracis-33625 96 8 activities activity NOUN bracis-33625 96 9 ( ( PUNCT bracis-33625 96 10 i.e. i.e. X bracis-33625 96 11 , , PUNCT bracis-33625 96 12 classes class NOUN bracis-33625 96 13 ) ) PUNCT bracis-33625 96 14 , , PUNCT bracis-33625 96 15 ensuring ensure VERB bracis-33625 96 16 that that SCONJ bracis-33625 96 17 each each DET bracis-33625 96 18 activity activity NOUN bracis-33625 96 19 had have VERB bracis-33625 96 20 the the DET bracis-33625 96 21 same same ADJ bracis-33625 96 22 number number NOUN bracis-33625 96 23 of of ADP bracis-33625 96 24 samples sample NOUN bracis-33625 96 25 , , PUNCT bracis-33625 96 26 and and CCONJ bracis-33625 96 27 split split VERB bracis-33625 96 28 the the DET bracis-33625 96 29 data datum NOUN bracis-33625 96 30 into into ADP bracis-33625 96 31 training training NOUN bracis-33625 96 32 , , PUNCT bracis-33625 96 33 validation validation NOUN bracis-33625 96 34 , , PUNCT bracis-33625 96 35 and and CCONJ bracis-33625 96 36 test test NOUN bracis-33625 96 37 sets set NOUN bracis-33625 96 38 in in ADP bracis-33625 96 39 70 70 NUM bracis-33625 96 40 % % NOUN bracis-33625 96 41 , , PUNCT bracis-33625 96 42 10 10 NUM bracis-33625 96 43 % % NOUN bracis-33625 96 44 , , PUNCT bracis-33625 96 45 and and CCONJ bracis-33625 96 46 20 20 NUM bracis-33625 96 47 % % NOUN bracis-33625 96 48 , , PUNCT bracis-33625 96 49 respectively respectively ADV bracis-33625 96 50 , , PUNCT bracis-33625 96 51 by by ADP bracis-33625 96 52 users user NOUN bracis-33625 96 53 , , PUNCT bracis-33625 96 54 ensuring ensure VERB bracis-33625 96 55 that that SCONJ bracis-33625 96 56 there there PRON bracis-33625 96 57 is be VERB bracis-33625 96 58 no no DET bracis-33625 96 59 intersection intersection NOUN bracis-33625 96 60 between between ADP bracis-33625 96 61 samples sample NOUN bracis-33625 96 62 of of ADP bracis-33625 96 63 the the DET bracis-33625 96 64 same same ADJ bracis-33625 96 65 users user NOUN bracis-33625 96 66 in in ADP bracis-33625 96 67 the the DET bracis-33625 96 68 training training NOUN bracis-33625 96 69 , , PUNCT bracis-33625 96 70 validation validation NOUN bracis-33625 96 71 , , PUNCT bracis-33625 96 72 and and CCONJ bracis-33625 96 73 test test NOUN bracis-33625 96 74 sets set NOUN bracis-33625 96 75 . . PUNCT bracis-33625 97 1 4.2 4.2 NUM bracis-33625 97 2 experimental experimental ADJ bracis-33625 97 3 methodology methodology NOUN bracis-33625 97 4 figure figure NOUN bracis-33625 97 5     SPACE bracis-33625 97 6 1 1 NUM bracis-33625 97 7 illustrates illustrate VERB bracis-33625 97 8 the the DET bracis-33625 97 9 feature feature NOUN bracis-33625 97 10 extraction extraction NOUN bracis-33625 97 11 pipeline pipeline NOUN bracis-33625 97 12 used use VERB bracis-33625 97 13 in in ADP bracis-33625 97 14 our our PRON bracis-33625 97 15 experiments experiment NOUN bracis-33625 97 16 . . PUNCT bracis-33625 98 1 first first ADV bracis-33625 98 2 , , PUNCT bracis-33625 98 3 we we PRON bracis-33625 98 4 applied apply VERB bracis-33625 98 5 the the DET bracis-33625 98 6 fast fast ADJ bracis-33625 98 7 fourier fourier NOUN bracis-33625 98 8 transform transform NOUN bracis-33625 98 9 ( ( PUNCT bracis-33625 98 10 fft fft PROPN bracis-33625 98 11 ) ) PUNCT bracis-33625 98 12 to to PART bracis-33625 98 13 transform transform VERB bracis-33625 98 14 the the DET bracis-33625 98 15 data datum NOUN bracis-33625 98 16 to to ADP bracis-33625 98 17 the the DET bracis-33625 98 18 frequency frequency NOUN bracis-33625 98 19 domain domain NOUN bracis-33625 98 20 . . PUNCT bracis-33625 99 1 then then ADV bracis-33625 99 2 , , PUNCT bracis-33625 99 3 we we PRON bracis-33625 99 4 explored explore VERB bracis-33625 99 5 several several ADJ bracis-33625 99 6 dimensionality dimensionality NOUN bracis-33625 99 7 reduction reduction NOUN bracis-33625 99 8 techniques technique NOUN bracis-33625 99 9 ( ( PUNCT bracis-33625 99 10 reducers reducer NOUN bracis-33625 99 11 ) ) PUNCT bracis-33625 99 12 , , PUNCT bracis-33625 99 13 including include VERB bracis-33625 99 14 principal principal ADJ bracis-33625 99 15 component component NOUN bracis-33625 99 16 analysis analysis NOUN bracis-33625 99 17 ( ( PUNCT bracis-33625 99 18 pca pca NOUN bracis-33625 99 19 ) ) PUNCT bracis-33625 99 20 , , PUNCT bracis-33625 99 21 kernel kernel PROPN bracis-33625 99 22 pca pca PROPN bracis-33625 99 23 ( ( PUNCT bracis-33625 99 24 kpca kpca PROPN bracis-33625 99 25 ) ) PUNCT bracis-33625 99 26 , , PUNCT bracis-33625 99 27 independent independent ADJ bracis-33625 99 28 component component NOUN bracis-33625 99 29 analysis analysis NOUN bracis-33625 99 30 ( ( PUNCT bracis-33625 99 31 ica ica PROPN bracis-33625 99 32 ) ) PUNCT bracis-33625 99 33 , , PUNCT bracis-33625 99 34 locally locally ADV bracis-33625 99 35 linear linear VERB bracis-33625 99 36 embedding embed VERB bracis-33625 99 37 ( ( PUNCT bracis-33625 99 38 lle lle PROPN bracis-33625 99 39 ) ) PUNCT bracis-33625 99 40 , , PUNCT bracis-33625 99 41 isomap isomap NOUN bracis-33625 99 42 , , PUNCT bracis-33625 99 43 uniform uniform ADJ bracis-33625 99 44 manifold manifold ADJ bracis-33625 99 45 approximation approximation NOUN bracis-33625 99 46 and and CCONJ bracis-33625 99 47 projection projection NOUN bracis-33625 99 48 ( ( PUNCT bracis-33625 99 49 umap umap ADJ bracis-33625 99 50 ) ) PUNCT bracis-33625 99 51 . . PUNCT bracis-33625 100 1 fig fig NOUN bracis-33625 100 2 . . PUNCT bracis-33625 101 1 1 1 X bracis-33625 101 2 . . X bracis-33625 101 3 pipeline pipeline NOUN bracis-33625 101 4 for for ADP bracis-33625 101 5 the the DET bracis-33625 101 6 encoder encoder NOUN bracis-33625 101 7 model model NOUN bracis-33625 101 8 . . PUNCT bracis-33625 102 1 full full ADJ bracis-33625 102 2 size size NOUN bracis-33625 102 3 image image NOUN bracis-33625 102 4 we we PRON bracis-33625 102 5 also also ADV bracis-33625 102 6 explored explore VERB bracis-33625 102 7 different different ADJ bracis-33625 102 8 target target NOUN bracis-33625 102 9 dimensionalities dimensionality NOUN bracis-33625 102 10 , , PUNCT bracis-33625 102 11 such such ADJ bracis-33625 102 12 as as ADP bracis-33625 102 13 12 12 NUM bracis-33625 102 14 , , PUNCT bracis-33625 102 15 18 18 NUM bracis-33625 102 16 , , PUNCT bracis-33625 102 17 and and CCONJ bracis-33625 102 18 24 24 NUM bracis-33625 102 19 features feature NOUN bracis-33625 102 20 , , PUNCT bracis-33625 102 21 all all DET bracis-33625 102 22 possible possible ADJ bracis-33625 102 23 combinations combination NOUN bracis-33625 102 24 of of ADP bracis-33625 102 25 the the DET bracis-33625 102 26 sets set NOUN bracis-33625 102 27 of of ADP bracis-33625 102 28 datasets dataset NOUN bracis-33625 102 29 to to PART bracis-33625 102 30 train train VERB bracis-33625 102 31 the the DET bracis-33625 102 32 reducer reducer NOUN bracis-33625 102 33 varying vary VERB bracis-33625 102 34 from from ADP bracis-33625 102 35 1 1 NUM bracis-33625 102 36 to to ADP bracis-33625 102 37 3 3 NUM bracis-33625 102 38 datasets dataset NOUN bracis-33625 102 39 , , PUNCT bracis-33625 102 40 and and CCONJ bracis-33625 102 41 evaluated evaluate VERB bracis-33625 102 42 the the DET bracis-33625 102 43 performance performance NOUN bracis-33625 102 44 on on ADP bracis-33625 102 45 rf rf NOUN bracis-33625 102 46 , , PUNCT bracis-33625 102 47 svm svm ADJ bracis-33625 102 48 , , PUNCT bracis-33625 102 49 and and CCONJ bracis-33625 102 50 knn knn PROPN bracis-33625 102 51 classifiers classifier NOUN bracis-33625 102 52 ordered order VERB bracis-33625 102 53 by by ADP bracis-33625 102 54 the the DET bracis-33625 102 55 minimum minimum ADJ bracis-33625 102 56 accuracy accuracy NOUN bracis-33625 102 57 achieved achieve VERB bracis-33625 102 58 among among ADP bracis-33625 102 59 them they PRON bracis-33625 102 60 for for ADP bracis-33625 102 61 each each DET bracis-33625 102 62 reducer reducer NOUN bracis-33625 102 63 configuration configuration NOUN bracis-33625 102 64 . . PUNCT bracis-33625 103 1 our our PRON bracis-33625 103 2 results result NOUN bracis-33625 103 3 indicated indicate VERB bracis-33625 103 4 that that SCONJ bracis-33625 103 5 applying apply VERB bracis-33625 103 6 kpca kpca NOUN bracis-33625 103 7 trained train VERB bracis-33625 103 8 with with ADP bracis-33625 103 9 motionsense motionsense NOUN bracis-33625 103 10 and and CCONJ bracis-33625 103 11 realworld realworld PROPN bracis-33625 103 12 - - PUNCT bracis-33625 103 13 waist waist NOUN bracis-33625 103 14 datasets dataset NOUN bracis-33625 103 15 allowed allow VERB bracis-33625 103 16 us we PRON bracis-33625 103 17 to to PART bracis-33625 103 18 reduce reduce VERB bracis-33625 103 19 the the DET bracis-33625 103 20 data datum NOUN bracis-33625 103 21 to to ADP bracis-33625 103 22 24 24 NUM bracis-33625 103 23 features feature NOUN bracis-33625 103 24 while while SCONJ bracis-33625 103 25 maintaining maintain VERB bracis-33625 103 26 the the DET bracis-33625 103 27 classifiers classifier NOUN bracis-33625 103 28 ’ ’ PART bracis-33625 103 29 performance performance NOUN bracis-33625 103 30 with with ADP bracis-33625 103 31 minimal minimal ADJ bracis-33625 103 32 loss loss NOUN bracis-33625 103 33 of of ADP bracis-33625 103 34 accuracy accuracy NOUN bracis-33625 103 35 , , PUNCT bracis-33625 103 36 as as SCONJ bracis-33625 103 37 shown show VERB bracis-33625 103 38 in in ADP bracis-33625 103 39 table table NOUN bracis-33625 103 40     SPACE bracis-33625 103 41 3 3 NUM bracis-33625 103 42 . . PUNCT bracis-33625 103 43 table table NOUN bracis-33625 103 44 3 3 NUM bracis-33625 103 45 . . PUNCT bracis-33625 104 1 accuracies accuracy NOUN bracis-33625 104 2 achieved achieve VERB bracis-33625 104 3 by by ADP bracis-33625 104 4 each each DET bracis-33625 104 5 ml ml NOUN bracis-33625 104 6 model model NOUN bracis-33625 104 7 on on ADP bracis-33625 104 8 each each DET bracis-33625 104 9 dataset dataset NOUN bracis-33625 104 10 . . PUNCT bracis-33625 105 1 the the DET bracis-33625 105 2 best good ADJ bracis-33625 105 3 and and CCONJ bracis-33625 105 4 worst bad ADJ bracis-33625 105 5 accuracy accuracy NOUN bracis-33625 105 6 for for ADP bracis-33625 105 7 each each DET bracis-33625 105 8 dataset dataset NOUN bracis-33625 105 9 are be AUX bracis-33625 105 10 in in ADP bracis-33625 105 11 bold bold ADJ bracis-33625 105 12 and and CCONJ bracis-33625 105 13 underlined underlined ADJ bracis-33625 105 14 , , PUNCT bracis-33625 105 15 respectively.full respectively.full ADJ bracis-33625 105 16 size size NOUN bracis-33625 105 17 table table NOUN bracis-33625 105 18 notice notice VERB bracis-33625 105 19 that that SCONJ bracis-33625 105 20 , , PUNCT bracis-33625 105 21 in in ADP bracis-33625 105 22 general general ADJ bracis-33625 105 23 , , PUNCT bracis-33625 105 24 all all DET bracis-33625 105 25 classifiers classifier NOUN bracis-33625 105 26 managed manage VERB bracis-33625 105 27 to to PART bracis-33625 105 28 learn learn VERB bracis-33625 105 29 the the DET bracis-33625 105 30 task task NOUN bracis-33625 105 31 and and CCONJ bracis-33625 105 32 perform perform VERB bracis-33625 105 33 much much ADV bracis-33625 105 34 better well ADJ bracis-33625 105 35 than than ADP bracis-33625 105 36 a a DET bracis-33625 105 37 random random ADJ bracis-33625 105 38 classifierfootnote classifierfootnote NOUN bracis-33625 105 39 3 3 NUM bracis-33625 105 40 . . PUNCT bracis-33625 105 41 after after ADP bracis-33625 105 42 reducing reduce VERB bracis-33625 105 43 the the DET bracis-33625 105 44 data datum NOUN bracis-33625 105 45 and and CCONJ bracis-33625 105 46 training train VERB bracis-33625 105 47 the the DET bracis-33625 105 48 classifiers classifier NOUN bracis-33625 105 49 , , PUNCT bracis-33625 105 50 we we PRON bracis-33625 105 51 applied apply VERB bracis-33625 105 52 the the DET bracis-33625 105 53 lime lime NOUN bracis-33625 105 54 and and CCONJ bracis-33625 105 55 shap shap PROPN bracis-33625 105 56 xai xai PROPN bracis-33625 105 57 techniques technique NOUN bracis-33625 105 58 to to PART bracis-33625 105 59 generate generate VERB bracis-33625 105 60 the the DET bracis-33625 105 61 global global ADJ bracis-33625 105 62 explanations explanation NOUN bracis-33625 105 63 using use VERB bracis-33625 105 64 the the DET bracis-33625 105 65 test test NOUN bracis-33625 105 66 sets set NOUN bracis-33625 105 67 . . PUNCT bracis-33625 106 1 to to PART bracis-33625 106 2 easily easily ADV bracis-33625 106 3 facilitate facilitate VERB bracis-33625 106 4 the the DET bracis-33625 106 5 comparison comparison NOUN bracis-33625 106 6 among among ADP bracis-33625 106 7 the the DET bracis-33625 106 8 techniques technique NOUN bracis-33625 106 9 , , PUNCT bracis-33625 106 10 we we PRON bracis-33625 106 11 normalized normalize VERB bracis-33625 106 12 the the DET bracis-33625 106 13 relevance relevance NOUN bracis-33625 106 14 vector vector NOUN bracis-33625 106 15 for for ADP bracis-33625 106 16 each each DET bracis-33625 106 17 technique technique NOUN bracis-33625 106 18 , , PUNCT bracis-33625 106 19 dataset dataset NOUN bracis-33625 106 20 , , PUNCT bracis-33625 106 21 and and CCONJ bracis-33625 106 22 classifier classifier NOUN bracis-33625 106 23 using use VERB bracis-33625 106 24 the the DET bracis-33625 106 25 \(\ell \(\ell NOUN bracis-33625 107 1 _ _ PUNCT bracis-33625 107 2 1\)-norm 1\)-norm NOUN bracis-33625 107 3 . . PUNCT bracis-33625 108 1 to to PART bracis-33625 108 2 compare compare VERB bracis-33625 108 3 the the DET bracis-33625 108 4 agreement agreement NOUN bracis-33625 108 5 among among ADP bracis-33625 108 6 the the DET bracis-33625 108 7 explanations explanation NOUN bracis-33625 108 8 , , PUNCT bracis-33625 108 9 we we PRON bracis-33625 108 10 computed compute VERB bracis-33625 108 11 correlation correlation NOUN bracis-33625 108 12 coefficients coefficient NOUN bracis-33625 108 13 among among ADP bracis-33625 108 14 the the DET bracis-33625 108 15 importance importance NOUN bracis-33625 108 16 scores score NOUN bracis-33625 108 17 assigned assign VERB bracis-33625 108 18 to to ADP bracis-33625 108 19 each each DET bracis-33625 108 20 feature feature NOUN bracis-33625 108 21 by by ADP bracis-33625 108 22 lime lime NOUN bracis-33625 108 23 and and CCONJ bracis-33625 108 24 shap shap NOUN bracis-33625 108 25 . . PUNCT bracis-33625 109 1 we we PRON bracis-33625 109 2 utilized utilize VERB bracis-33625 109 3 three three NUM bracis-33625 109 4 commonly commonly ADV bracis-33625 109 5 employed employ VERB bracis-33625 109 6 correlation correlation NOUN bracis-33625 109 7 metrics metric NOUN bracis-33625 109 8 : : PUNCT bracis-33625 109 9 pearson pearson PROPN bracis-33625 109 10 , , PUNCT bracis-33625 109 11 spearman spearman NOUN bracis-33625 109 12 rank rank NOUN bracis-33625 109 13 correlation correlation NOUN bracis-33625 109 14 , , PUNCT bracis-33625 109 15 and and CCONJ bracis-33625 109 16 kendall kendall PROPN bracis-33625 109 17 ’s ’s PART bracis-33625 109 18 tau tau PROPN bracis-33625 109 19 . . PUNCT bracis-33625 110 1 pearson pearson PROPN bracis-33625 110 2 correlation correlation NOUN bracis-33625 110 3 is be AUX bracis-33625 110 4 ideal ideal ADJ bracis-33625 110 5 for for ADP bracis-33625 110 6 continuous continuous ADJ bracis-33625 110 7 data datum NOUN bracis-33625 110 8 with with ADP bracis-33625 110 9 a a DET bracis-33625 110 10 linear linear ADJ bracis-33625 110 11 relationship relationship NOUN bracis-33625 110 12 , , PUNCT bracis-33625 110 13 measuring measure VERB bracis-33625 110 14 the the DET bracis-33625 110 15 strength strength NOUN bracis-33625 110 16 and and CCONJ bracis-33625 110 17 direction direction NOUN bracis-33625 110 18 of of ADP bracis-33625 110 19 this this DET bracis-33625 110 20 connection connection NOUN bracis-33625 110 21 . . PUNCT bracis-33625 111 1 spearman spearman NOUN bracis-33625 111 2 correlation correlation NOUN bracis-33625 111 3 , , PUNCT bracis-33625 111 4 a a DET bracis-33625 111 5 non non ADJ bracis-33625 111 6 - - ADJ bracis-33625 111 7 parametric parametric ADJ bracis-33625 111 8 method method NOUN bracis-33625 111 9 , , PUNCT bracis-33625 111 10 assesses assess VERB bracis-33625 111 11 monotonic monotonic ADJ bracis-33625 111 12 relationships relationship NOUN bracis-33625 111 13 without without ADP bracis-33625 111 14 assuming assume VERB bracis-33625 111 15 linearity linearity NOUN bracis-33625 111 16 or or CCONJ bracis-33625 111 17 specific specific ADJ bracis-33625 111 18 data datum NOUN bracis-33625 111 19 distribution distribution NOUN bracis-33625 111 20 . . PUNCT bracis-33625 112 1 it it PRON bracis-33625 112 2 ’s ’ VERB bracis-33625 112 3 less less ADV bracis-33625 112 4 affected affect VERB bracis-33625 112 5 by by ADP bracis-33625 112 6 outliers outlier NOUN bracis-33625 112 7 and and CCONJ bracis-33625 112 8 works work VERB bracis-33625 112 9 well well ADV bracis-33625 112 10 with with ADP bracis-33625 112 11 ordinal ordinal ADJ bracis-33625 112 12 or or CCONJ bracis-33625 112 13 non non ADJ bracis-33625 112 14 - - ADJ bracis-33625 112 15 linear linear ADJ bracis-33625 112 16 data datum NOUN bracis-33625 112 17 . . PUNCT bracis-33625 113 1 kendall kendall PROPN bracis-33625 113 2 ’s ’s PART bracis-33625 113 3 tau tau PROPN bracis-33625 113 4 , , PUNCT bracis-33625 113 5 another another DET bracis-33625 113 6 non non ADJ bracis-33625 113 7 - - ADJ bracis-33625 113 8 parametric parametric ADJ bracis-33625 113 9 method method NOUN bracis-33625 113 10 , , PUNCT bracis-33625 113 11 is be AUX bracis-33625 113 12 used use VERB bracis-33625 113 13 for for ADP bracis-33625 113 14 both both CCONJ bracis-33625 113 15 continuous continuous ADJ bracis-33625 113 16 and and CCONJ bracis-33625 113 17 ordinal ordinal ADJ bracis-33625 113 18 data datum NOUN bracis-33625 113 19     SPACE bracis-33625 113 20 and and CCONJ bracis-33625 113 21 it it PRON bracis-33625 113 22 evaluates evaluate VERB bracis-33625 113 23 the the DET bracis-33625 113 24 association association NOUN bracis-33625 113 25 strength strength NOUN bracis-33625 113 26 based base VERB bracis-33625 113 27 on on ADP bracis-33625 113 28 data datum NOUN bracis-33625 113 29 ranks rank NOUN bracis-33625 113 30 and and CCONJ bracis-33625 113 31 is be AUX bracis-33625 113 32 robust robust ADJ bracis-33625 113 33 against against ADP bracis-33625 113 34 outliers outlier NOUN bracis-33625 113 35 . . PUNCT bracis-33625 114 1 in in ADP bracis-33625 114 2 summary summary NOUN bracis-33625 114 3 , , PUNCT bracis-33625 114 4 pearson pearson PROPN bracis-33625 114 5 is be AUX bracis-33625 114 6 best well ADV bracis-33625 114 7 suited suit VERB bracis-33625 114 8 for for ADP bracis-33625 114 9 evaluating evaluate VERB bracis-33625 114 10 linear linear ADJ bracis-33625 114 11 relationships relationship NOUN bracis-33625 114 12 , , PUNCT bracis-33625 114 13 whereas whereas SCONJ bracis-33625 114 14 spearman spearman NOUN bracis-33625 114 15 and and CCONJ bracis-33625 114 16 kendall kendall PROPN bracis-33625 114 17 ’s ’s PART bracis-33625 114 18 tau tau PROPN bracis-33625 114 19 are be AUX bracis-33625 114 20 more more ADV bracis-33625 114 21 appropriate appropriate ADJ bracis-33625 114 22 for for ADP bracis-33625 114 23 assessing assess VERB bracis-33625 114 24 monotonic monotonic ADJ bracis-33625 114 25 relationships relationship NOUN bracis-33625 114 26 or or CCONJ bracis-33625 114 27 when when SCONJ bracis-33625 114 28 the the DET bracis-33625 114 29 data datum NOUN bracis-33625 114 30 does do AUX bracis-33625 114 31 not not PART bracis-33625 114 32 conform conform VERB bracis-33625 114 33 to to ADP bracis-33625 114 34 normality normality NOUN bracis-33625 114 35 assumptions assumption NOUN bracis-33625 114 36 . . PUNCT bracis-33625 115 1 to to PART bracis-33625 115 2 interpret interpret VERB bracis-33625 115 3 the the DET bracis-33625 115 4 coefficient coefficient NOUN bracis-33625 115 5 values value NOUN bracis-33625 115 6 calculated calculate VERB bracis-33625 115 7 by by ADP bracis-33625 115 8 each each DET bracis-33625 115 9 metric metric NOUN bracis-33625 115 10 , , PUNCT bracis-33625 115 11 we we PRON bracis-33625 115 12 can can AUX bracis-33625 115 13 refer refer VERB bracis-33625 115 14 to to ADP bracis-33625 115 15 table table NOUN bracis-33625 115 16     SPACE bracis-33625 115 17 4a 4a NOUN bracis-33625 115 18 and and CCONJ bracis-33625 115 19 table table NOUN bracis-33625 115 20     SPACE bracis-33625 115 21 4b 4b X bracis-33625 115 22 . . PUNCT bracis-33625 116 1 table table PROPN bracis-33625 116 2 4 4 NUM bracis-33625 116 3 . . PUNCT bracis-33625 117 1 interpretation interpretation NOUN bracis-33625 117 2 of of ADP bracis-33625 117 3 correlation correlation NOUN bracis-33625 117 4 coefficientsfull coefficientsfull NOUN bracis-33625 117 5 size size NOUN bracis-33625 117 6 table table NOUN bracis-33625 117 7 5 5 NUM bracis-33625 117 8 experimental experimental ADJ bracis-33625 117 9 results result NOUN bracis-33625 117 10 this this DET bracis-33625 117 11 section section NOUN bracis-33625 117 12 presents present VERB bracis-33625 117 13 the the DET bracis-33625 117 14 results result NOUN bracis-33625 117 15 of of ADP bracis-33625 117 16 our our PRON bracis-33625 117 17 experiments experiment NOUN bracis-33625 117 18 , , PUNCT bracis-33625 117 19 the the DET bracis-33625 117 20 analysis analysis NOUN bracis-33625 117 21 , , PUNCT bracis-33625 117 22 and and CCONJ bracis-33625 117 23 the the DET bracis-33625 117 24 answers answer NOUN bracis-33625 117 25 to to ADP bracis-33625 117 26 the the DET bracis-33625 117 27 research research NOUN bracis-33625 117 28 questions question NOUN bracis-33625 117 29 proposed propose VERB bracis-33625 117 30 to to PART bracis-33625 117 31 evaluate evaluate VERB bracis-33625 117 32 the the DET bracis-33625 117 33 disagreement disagreement NOUN bracis-33625 117 34 between between ADP bracis-33625 117 35 lime lime NOUN bracis-33625 117 36 and and CCONJ bracis-33625 117 37 shap shap NOUN bracis-33625 117 38 when when SCONJ bracis-33625 117 39 explaining explain VERB bracis-33625 117 40 feature feature NOUN bracis-33625 117 41 importance importance NOUN bracis-33625 117 42 and and CCONJ bracis-33625 117 43 if if SCONJ bracis-33625 117 44 the the DET bracis-33625 117 45 divergence divergence NOUN bracis-33625 117 46 in in ADP bracis-33625 117 47 the the DET bracis-33625 117 48 explanations explanation NOUN bracis-33625 117 49 is be AUX bracis-33625 117 50 a a DET bracis-33625 117 51 problem problem NOUN bracis-33625 117 52 for for ADP bracis-33625 117 53 the the DET bracis-33625 117 54 interpretability interpretability NOUN bracis-33625 117 55 of of ADP bracis-33625 117 56 the the DET bracis-33625 117 57 models model NOUN bracis-33625 117 58 . . PUNCT bracis-33625 118 1 as as SCONJ bracis-33625 118 2 addressed address VERB bracis-33625 118 3 in in ADP bracis-33625 118 4 the the DET bracis-33625 118 5 sect sect NOUN bracis-33625 118 6 . . PUNCT bracis-33625 118 7     SPACE bracis-33625 119 1 4.2 4.2 NUM bracis-33625 119 2 , , PUNCT bracis-33625 119 3 we we PRON bracis-33625 119 4 preprocess preprocess VERB bracis-33625 119 5 the the DET bracis-33625 119 6 datasets dataset NOUN bracis-33625 119 7 by by ADP bracis-33625 119 8 computing compute VERB bracis-33625 119 9 the the DET bracis-33625 119 10 fft fft NOUN bracis-33625 119 11 and and CCONJ bracis-33625 119 12 reducing reduce VERB bracis-33625 119 13 the the DET bracis-33625 119 14 data datum NOUN bracis-33625 119 15 to to ADP bracis-33625 119 16 24 24 NUM bracis-33625 119 17 dimensions dimension NOUN bracis-33625 119 18 with with ADP bracis-33625 119 19 kpca kpca NOUN bracis-33625 119 20 before before ADP bracis-33625 119 21 training train VERB bracis-33625 119 22 the the DET bracis-33625 119 23 ml ml NOUN bracis-33625 119 24 models model NOUN bracis-33625 119 25 . . PUNCT bracis-33625 120 1 the the DET bracis-33625 120 2 first first ADJ bracis-33625 120 3 research research NOUN bracis-33625 120 4 question question NOUN bracis-33625 120 5 is be AUX bracis-33625 120 6 addressed address VERB bracis-33625 120 7 in in ADP bracis-33625 120 8 sect sect NOUN bracis-33625 120 9 . . PUNCT bracis-33625 120 10     SPACE bracis-33625 121 1 5.1 5.1 NUM bracis-33625 121 2 ( ( PUNCT bracis-33625 121 3 are be AUX bracis-33625 121 4 lime lime NOUN bracis-33625 121 5 and and CCONJ bracis-33625 121 6 shap shap PROPN bracis-33625 121 7 coherent coherent NOUN bracis-33625 121 8 when when SCONJ bracis-33625 121 9 explaining explain VERB bracis-33625 121 10 feature feature NOUN bracis-33625 121 11 importance importance NOUN bracis-33625 121 12 ? ? PUNCT bracis-33625 121 13 ) ) PUNCT bracis-33625 121 14 , , PUNCT bracis-33625 121 15 where where SCONJ bracis-33625 121 16 we we PRON bracis-33625 121 17 analyze analyze VERB bracis-33625 121 18 the the DET bracis-33625 121 19 coherence coherence NOUN bracis-33625 121 20 between between ADP bracis-33625 121 21 the the DET bracis-33625 121 22 feature feature NOUN bracis-33625 121 23 importance importance NOUN bracis-33625 121 24 values value NOUN bracis-33625 121 25 produced produce VERB bracis-33625 121 26 by by ADP bracis-33625 121 27 lime lime NOUN bracis-33625 121 28 and and CCONJ bracis-33625 121 29 shap shap NOUN bracis-33625 121 30 for for ADP bracis-33625 121 31 each each DET bracis-33625 121 32 ml ml NOUN bracis-33625 121 33 model model NOUN bracis-33625 121 34 and and CCONJ bracis-33625 121 35 dataset dataset NOUN bracis-33625 121 36 , , PUNCT bracis-33625 121 37 computing compute VERB bracis-33625 121 38 different different ADJ bracis-33625 121 39 correlation correlation NOUN bracis-33625 121 40 metrics metric NOUN bracis-33625 121 41 to to PART bracis-33625 121 42 measure measure VERB bracis-33625 121 43 how how SCONJ bracis-33625 121 44 similar similar ADJ bracis-33625 121 45 the the DET bracis-33625 121 46 explanations explanation NOUN bracis-33625 121 47 are be AUX bracis-33625 121 48 . . PUNCT bracis-33625 122 1 subsequently subsequently ADV bracis-33625 122 2 , , PUNCT bracis-33625 122 3 in in ADP bracis-33625 122 4 sect sect NOUN bracis-33625 122 5 . . PUNCT bracis-33625 122 6     SPACE bracis-33625 122 7 5.2 5.2 NUM bracis-33625 122 8 ( ( PUNCT bracis-33625 122 9 is be AUX bracis-33625 122 10 there there PRON bracis-33625 122 11 a a DET bracis-33625 122 12 direct direct ADJ bracis-33625 122 13 relationship relationship NOUN bracis-33625 122 14 between between ADP bracis-33625 122 15 classifier classifier NOUN bracis-33625 122 16 discriminative discriminative NOUN bracis-33625 122 17 capability capability NOUN bracis-33625 122 18 and and CCONJ bracis-33625 122 19 feature feature NOUN bracis-33625 122 20 importance importance NOUN bracis-33625 122 21 ? ? PUNCT bracis-33625 122 22 ) ) PUNCT bracis-33625 122 23 , , PUNCT bracis-33625 122 24 we we PRON bracis-33625 122 25 evaluate evaluate VERB bracis-33625 122 26 the the DET bracis-33625 122 27 impact impact NOUN bracis-33625 122 28 of of ADP bracis-33625 122 29 removing remove VERB bracis-33625 122 30 the the DET bracis-33625 122 31 most most ADV bracis-33625 122 32 and and CCONJ bracis-33625 122 33 least least ADV bracis-33625 122 34 important important ADJ bracis-33625 122 35 features feature NOUN bracis-33625 122 36 on on ADP bracis-33625 122 37 model model NOUN bracis-33625 122 38 performance performance NOUN bracis-33625 122 39 across across ADP bracis-33625 122 40 different different ADJ bracis-33625 122 41 ml ml NOUN bracis-33625 122 42 models model NOUN bracis-33625 122 43 and and CCONJ bracis-33625 122 44 datasets dataset NOUN bracis-33625 122 45 . . PUNCT bracis-33625 123 1 this this DET bracis-33625 123 2 analysis analysis NOUN bracis-33625 123 3 helps help VERB bracis-33625 123 4 determine determine VERB bracis-33625 123 5 how how SCONJ bracis-33625 123 6 the the DET bracis-33625 123 7 exclusion exclusion NOUN bracis-33625 123 8 of of ADP bracis-33625 123 9 these these DET bracis-33625 123 10 features feature NOUN bracis-33625 123 11 affects affect VERB bracis-33625 123 12 the the DET bracis-33625 123 13 overall overall ADJ bracis-33625 123 14 performance performance NOUN bracis-33625 123 15 . . PUNCT bracis-33625 124 1 5.1 5.1 NUM bracis-33625 124 2 explainability explainability NOUN bracis-33625 124 3 coherence coherence VERB bracis-33625 124 4 the the DET bracis-33625 124 5 first first ADJ bracis-33625 124 6 research research NOUN bracis-33625 124 7 question question NOUN bracis-33625 124 8 aims aim VERB bracis-33625 124 9 to to PART bracis-33625 124 10 evaluate evaluate VERB bracis-33625 124 11 the the DET bracis-33625 124 12 coherence coherence NOUN bracis-33625 124 13 between between ADP bracis-33625 124 14 the the DET bracis-33625 124 15 feature feature NOUN bracis-33625 124 16 importance importance NOUN bracis-33625 124 17 values value NOUN bracis-33625 124 18 produced produce VERB bracis-33625 124 19 by by ADP bracis-33625 124 20 lime lime NOUN bracis-33625 124 21 and and CCONJ bracis-33625 124 22 shap shap NOUN bracis-33625 124 23 for for ADP bracis-33625 124 24 each each DET bracis-33625 124 25 ml ml NOUN bracis-33625 124 26 model model NOUN bracis-33625 124 27 and and CCONJ bracis-33625 124 28 dataset dataset NOUN bracis-33625 124 29 . . PUNCT bracis-33625 125 1 answering answer VERB bracis-33625 125 2 this this DET bracis-33625 125 3 question question NOUN bracis-33625 125 4 is be AUX bracis-33625 125 5 essential essential ADJ bracis-33625 125 6 to to PART bracis-33625 125 7 understand understand VERB bracis-33625 125 8 if if SCONJ bracis-33625 125 9 the the DET bracis-33625 125 10 explanations explanation NOUN bracis-33625 125 11 provided provide VERB bracis-33625 125 12 by by ADP bracis-33625 125 13 these these DET bracis-33625 125 14 techniques technique NOUN bracis-33625 125 15 are be AUX bracis-33625 125 16 consistent consistent ADJ bracis-33625 125 17 and and CCONJ bracis-33625 125 18 can can AUX bracis-33625 125 19 be be AUX bracis-33625 125 20 trusted trust VERB bracis-33625 125 21 . . PUNCT bracis-33625 126 1 to to PART bracis-33625 126 2 answer answer VERB bracis-33625 126 3 rq rq NOUN bracis-33625 126 4 1 1 NUM bracis-33625 126 5 , , PUNCT bracis-33625 126 6 i.e. i.e. X bracis-33625 126 7 , , PUNCT bracis-33625 126 8 “ " PUNCT bracis-33625 126 9 are be AUX bracis-33625 126 10 lime lime NOUN bracis-33625 126 11 and and CCONJ bracis-33625 126 12 shap shap PROPN bracis-33625 126 13 coherent coherent NOUN bracis-33625 126 14 when when SCONJ bracis-33625 126 15 explaining explain VERB bracis-33625 126 16 feature feature NOUN bracis-33625 126 17 importance importance NOUN bracis-33625 126 18 ? ? PUNCT bracis-33625 126 19 ” " PUNCT bracis-33625 126 20 , , PUNCT bracis-33625 126 21 we we PRON bracis-33625 126 22 first first ADV bracis-33625 126 23 train train VERB bracis-33625 126 24 each each DET bracis-33625 126 25 ml ml NOUN bracis-33625 126 26 model model NOUN bracis-33625 126 27 ( ( PUNCT bracis-33625 126 28 rf rf NOUN bracis-33625 126 29 , , PUNCT bracis-33625 126 30 svm svm PROPN bracis-33625 126 31 , , PUNCT bracis-33625 126 32 knn knn PROPN bracis-33625 126 33 , , PUNCT bracis-33625 126 34 and and CCONJ bracis-33625 126 35 dt dt X bracis-33625 126 36 ) ) PUNCT bracis-33625 126 37 with with ADP bracis-33625 126 38 each each DET bracis-33625 126 39 dataset dataset NOUN bracis-33625 126 40 , , PUNCT bracis-33625 126 41 then then ADV bracis-33625 126 42 we we PRON bracis-33625 126 43 calculate calculate VERB bracis-33625 126 44 the the DET bracis-33625 126 45 importance importance NOUN bracis-33625 126 46 of of ADP bracis-33625 126 47 each each DET bracis-33625 126 48 feature feature NOUN bracis-33625 126 49 according accord VERB bracis-33625 126 50 to to ADP bracis-33625 126 51 each each DET bracis-33625 126 52 explainability explainability NOUN bracis-33625 126 53 technique technique NOUN bracis-33625 126 54 for for SCONJ bracis-33625 126 55 each each DET bracis-33625 126 56 ml ml PROPN bracis-33625 126 57 model model NOUN bracis-33625 126 58 trained train VERB bracis-33625 126 59 . . PUNCT bracis-33625 127 1 figure figure NOUN bracis-33625 127 2     SPACE bracis-33625 127 3 2 2 NUM bracis-33625 127 4 shows show VERB bracis-33625 127 5 the the DET bracis-33625 127 6 global global ADJ bracis-33625 127 7 importance importance NOUN bracis-33625 127 8 of of ADP bracis-33625 127 9 each each DET bracis-33625 127 10 feature feature NOUN bracis-33625 127 11 according accord VERB bracis-33625 127 12 to to ADP bracis-33625 127 13 shap shap NOUN bracis-33625 127 14 and and CCONJ bracis-33625 127 15 lime lime NOUN bracis-33625 127 16 , , PUNCT bracis-33625 127 17 when when SCONJ bracis-33625 127 18 classifying classify VERB bracis-33625 127 19 the the DET bracis-33625 127 20 samples sample NOUN bracis-33625 127 21 from from ADP bracis-33625 127 22 the the DET bracis-33625 127 23 wisdm wisdm NOUN bracis-33625 127 24 dataset dataset NOUN bracis-33625 127 25 using use VERB bracis-33625 127 26 an an DET bracis-33625 127 27 rf rf NOUN bracis-33625 127 28 , , PUNCT bracis-33625 127 29 svm svm PROPN bracis-33625 127 30 , , PUNCT bracis-33625 127 31 knn knn PROPN bracis-33625 127 32 , , PUNCT bracis-33625 127 33 and and CCONJ bracis-33625 127 34 a a DET bracis-33625 127 35 dt dt NOUN bracis-33625 127 36 ml ml NOUN bracis-33625 127 37 model model NOUN bracis-33625 127 38 . . PUNCT bracis-33625 128 1 notice notice VERB bracis-33625 128 2 that that SCONJ bracis-33625 128 3 the the DET bracis-33625 128 4 explainability explainability NOUN bracis-33625 128 5 techniques technique NOUN bracis-33625 128 6 do do AUX bracis-33625 128 7 not not PART bracis-33625 128 8 assign assign VERB bracis-33625 128 9 the the DET bracis-33625 128 10 same same ADJ bracis-33625 128 11 importance importance NOUN bracis-33625 128 12 to to ADP bracis-33625 128 13 each each DET bracis-33625 128 14 feature feature NOUN bracis-33625 128 15 . . PUNCT bracis-33625 129 1 however however ADV bracis-33625 129 2 , , PUNCT bracis-33625 129 3 the the DET bracis-33625 129 4 techniques technique NOUN bracis-33625 129 5 tend tend VERB bracis-33625 129 6 to to PART bracis-33625 129 7 agree agree VERB bracis-33625 129 8 on on ADP bracis-33625 129 9 the the DET bracis-33625 129 10 most most ADV bracis-33625 129 11 relevant relevant ADJ bracis-33625 129 12 and and CCONJ bracis-33625 129 13 least least ADJ bracis-33625 129 14 relevant relevant ADJ bracis-33625 129 15 features feature NOUN bracis-33625 129 16 . . PUNCT bracis-33625 130 1 both both DET bracis-33625 130 2 techniques technique NOUN bracis-33625 130 3 agree agree VERB bracis-33625 130 4 that that SCONJ bracis-33625 130 5 the the DET bracis-33625 130 6 most most ADV bracis-33625 130 7 important important ADJ bracis-33625 130 8 features feature NOUN bracis-33625 130 9 for for ADP bracis-33625 130 10 the the DET bracis-33625 130 11 rf rf NOUN bracis-33625 130 12 model model NOUN bracis-33625 130 13 ( ( PUNCT bracis-33625 130 14 fig fig NOUN bracis-33625 130 15 . . PUNCT bracis-33625 130 16     SPACE bracis-33625 130 17 2a 2a NUM bracis-33625 130 18 ) ) PUNCT bracis-33625 130 19 are be AUX bracis-33625 130 20 features feature NOUN bracis-33625 130 21 0 0 NUM bracis-33625 130 22 , , PUNCT bracis-33625 130 23 1 1 NUM bracis-33625 130 24 , , PUNCT bracis-33625 130 25 2 2 NUM bracis-33625 130 26 , , PUNCT bracis-33625 130 27 and and CCONJ bracis-33625 130 28 8 8 NUM bracis-33625 130 29 , , PUNCT bracis-33625 130 30 and and CCONJ bracis-33625 130 31 the the DET bracis-33625 130 32 most most ADV bracis-33625 130 33 important important ADJ bracis-33625 130 34 features feature NOUN bracis-33625 130 35 for for ADP bracis-33625 130 36 the the DET bracis-33625 130 37 dt dt PROPN bracis-33625 130 38 model model NOUN bracis-33625 130 39 ( ( PUNCT bracis-33625 130 40 fig fig NOUN bracis-33625 130 41 . . PUNCT bracis-33625 130 42     SPACE bracis-33625 130 43 2b 2b NOUN bracis-33625 130 44 ) ) PUNCT bracis-33625 130 45 are be AUX bracis-33625 130 46 features feature NOUN bracis-33625 130 47 1 1 NUM bracis-33625 130 48 , , PUNCT bracis-33625 130 49 2 2 NUM bracis-33625 130 50 , , PUNCT bracis-33625 130 51 and and CCONJ bracis-33625 130 52 4 4 NUM bracis-33625 130 53 . . X bracis-33625 131 1 for for ADP bracis-33625 131 2 the the DET bracis-33625 131 3 svm svm PROPN bracis-33625 131 4 ( ( PUNCT bracis-33625 131 5 fig fig NOUN bracis-33625 131 6 . . PUNCT bracis-33625 131 7     SPACE bracis-33625 131 8 2c 2c NOUN bracis-33625 131 9 ) ) PUNCT bracis-33625 131 10 and and CCONJ bracis-33625 131 11 knn knn PROPN bracis-33625 131 12 ( ( PUNCT bracis-33625 131 13 fig fig NOUN bracis-33625 131 14 . . PUNCT bracis-33625 131 15     SPACE bracis-33625 131 16 2d 2d NOUN bracis-33625 131 17 ) ) PUNCT bracis-33625 131 18 models model NOUN bracis-33625 131 19 , , PUNCT bracis-33625 131 20 the the DET bracis-33625 131 21 most most ADV bracis-33625 131 22 important important ADJ bracis-33625 131 23 features feature NOUN bracis-33625 131 24 are be AUX bracis-33625 131 25 0 0 NUM bracis-33625 131 26 , , PUNCT bracis-33625 131 27 1 1 NUM bracis-33625 131 28 , , PUNCT bracis-33625 131 29 and and CCONJ bracis-33625 131 30 2 2 NUM bracis-33625 131 31 , , PUNCT bracis-33625 131 32 in in ADP bracis-33625 131 33 this this DET bracis-33625 131 34 order order NOUN bracis-33625 131 35 . . PUNCT bracis-33625 132 1 fig fig NOUN bracis-33625 132 2 . . PUNCT bracis-33625 133 1 2 2 NUM bracis-33625 133 2 . . X bracis-33625 133 3 twelve twelve NUM bracis-33625 133 4 most most ADV bracis-33625 133 5 important important ADJ bracis-33625 133 6 features feature NOUN bracis-33625 133 7 according accord VERB bracis-33625 133 8 to to ADP bracis-33625 133 9 lime lime NOUN bracis-33625 133 10 and and CCONJ bracis-33625 133 11 shap shap NOUN bracis-33625 133 12 for for ADP bracis-33625 133 13 ( ( PUNCT bracis-33625 133 14 a a PRON bracis-33625 133 15 ) ) PUNCT bracis-33625 133 16 random random ADJ bracis-33625 133 17 forest forest NOUN bracis-33625 133 18 , , PUNCT bracis-33625 133 19 ( ( PUNCT bracis-33625 133 20 b b X bracis-33625 133 21 ) ) PUNCT bracis-33625 133 22 decision decision NOUN bracis-33625 133 23 tree tree NOUN bracis-33625 133 24 , , PUNCT bracis-33625 133 25 ( ( PUNCT bracis-33625 133 26 c c NOUN bracis-33625 133 27 ) ) PUNCT bracis-33625 133 28 svm svm NOUN bracis-33625 133 29 , , PUNCT bracis-33625 133 30 and and CCONJ bracis-33625 133 31 ( ( PUNCT bracis-33625 133 32 d d X bracis-33625 133 33 ) ) PUNCT bracis-33625 133 34 knn knn PROPN bracis-33625 133 35 models model NOUN bracis-33625 133 36 trained train VERB bracis-33625 133 37 with with ADP bracis-33625 133 38 dataset dataset ADJ bracis-33625 133 39 wisdm wisdm NOUN bracis-33625 133 40 to to PART bracis-33625 133 41 recognize recognize VERB bracis-33625 133 42 human human ADJ bracis-33625 133 43 activities activity NOUN bracis-33625 133 44 . . PUNCT bracis-33625 134 1 full full ADJ bracis-33625 134 2 size size NOUN bracis-33625 134 3 image image NOUN bracis-33625 134 4 the the DET bracis-33625 134 5 same same ADJ bracis-33625 134 6 trend trend NOUN bracis-33625 134 7 can can AUX bracis-33625 134 8 be be AUX bracis-33625 134 9 observed observe VERB bracis-33625 134 10 when when SCONJ bracis-33625 134 11 training train VERB bracis-33625 134 12 the the DET bracis-33625 134 13 four four NUM bracis-33625 134 14 ml ml NOUN bracis-33625 134 15 models model NOUN bracis-33625 134 16 with with ADP bracis-33625 134 17 other other ADJ bracis-33625 134 18 datasets dataset NOUN bracis-33625 134 19 , , PUNCT bracis-33625 134 20 and and CCONJ bracis-33625 134 21 , , PUNCT bracis-33625 134 22 despite despite SCONJ bracis-33625 134 23 a a DET bracis-33625 134 24 few few ADJ bracis-33625 134 25 exceptions exception NOUN bracis-33625 134 26 , , PUNCT bracis-33625 134 27 the the DET bracis-33625 134 28 importance importance NOUN bracis-33625 134 29 assigned assign VERB bracis-33625 134 30 by by ADP bracis-33625 134 31 lime lime NOUN bracis-33625 134 32 and and CCONJ bracis-33625 134 33 shap shap NOUN bracis-33625 134 34 to to ADP bracis-33625 134 35 each each DET bracis-33625 134 36 feature feature NOUN bracis-33625 134 37 has have VERB bracis-33625 134 38 a a DET bracis-33625 134 39 strong strong ADJ bracis-33625 134 40 correlation correlation NOUN bracis-33625 134 41 . . PUNCT bracis-33625 135 1 figure figure NOUN bracis-33625 135 2     SPACE bracis-33625 135 3 3 3 NUM bracis-33625 135 4 shows show VERB bracis-33625 135 5 the the DET bracis-33625 135 6 pearson pearson PROPN bracis-33625 135 7 , , PUNCT bracis-33625 135 8 spearman spearman NOUN bracis-33625 135 9 , , PUNCT bracis-33625 135 10 and and CCONJ bracis-33625 135 11 kendall kendall PROPN bracis-33625 135 12 ’s ’s PART bracis-33625 135 13 tau tau PROPN bracis-33625 135 14 correlation correlation NOUN bracis-33625 135 15 for for ADP bracis-33625 135 16 lime lime NOUN bracis-33625 135 17 and and CCONJ bracis-33625 135 18 shap shap NOUN bracis-33625 135 19 feature feature NOUN bracis-33625 135 20 importance importance NOUN bracis-33625 135 21 values value NOUN bracis-33625 135 22 . . PUNCT bracis-33625 136 1 the the DET bracis-33625 136 2 results result NOUN bracis-33625 136 3 indicate indicate VERB bracis-33625 136 4 a a DET bracis-33625 136 5 very very ADV bracis-33625 136 6 strong strong ADJ bracis-33625 136 7 correlation correlation NOUN bracis-33625 136 8 among among ADP bracis-33625 136 9 lime lime NOUN bracis-33625 136 10 and and CCONJ bracis-33625 136 11 shap shap NOUN bracis-33625 136 12 ’ ' PUNCT bracis-33625 136 13 feature feature NOUN bracis-33625 136 14 importance importance NOUN bracis-33625 136 15 values value NOUN bracis-33625 136 16 overall overall ADV bracis-33625 136 17 , , PUNCT bracis-33625 136 18 with with ADP bracis-33625 136 19 a a DET bracis-33625 136 20 few few ADJ bracis-33625 136 21 exceptions exception NOUN bracis-33625 136 22 , , PUNCT bracis-33625 136 23 mostly mostly ADV bracis-33625 136 24 on on ADP bracis-33625 136 25 dt dt PROPN bracis-33625 136 26 models model NOUN bracis-33625 136 27 . . PUNCT bracis-33625 137 1 however however ADV bracis-33625 137 2 , , PUNCT bracis-33625 137 3 even even ADV bracis-33625 137 4 in in ADP bracis-33625 137 5 these these DET bracis-33625 137 6 cases case NOUN bracis-33625 137 7 , , PUNCT bracis-33625 137 8 the the DET bracis-33625 137 9 correlation correlation NOUN bracis-33625 137 10 was be AUX bracis-33625 137 11 close close ADJ bracis-33625 137 12 to to ADP bracis-33625 137 13 the the DET bracis-33625 137 14 determined determined ADJ bracis-33625 137 15 boundary boundary NOUN bracis-33625 137 16 and and CCONJ bracis-33625 137 17 demonstrated demonstrate VERB bracis-33625 137 18 a a DET bracis-33625 137 19 strong strong ADJ bracis-33625 137 20 to to ADP bracis-33625 137 21 very very ADV bracis-33625 137 22 strong strong ADJ bracis-33625 137 23 correlation correlation NOUN bracis-33625 137 24 ( ( PUNCT bracis-33625 137 25 based base VERB bracis-33625 137 26 on on ADP bracis-33625 137 27 tables table NOUN bracis-33625 137 28     SPACE bracis-33625 137 29 4a 4a NOUN bracis-33625 137 30 and and CCONJ bracis-33625 137 31     SPACE bracis-33625 137 32 4b 4b PROPN bracis-33625 137 33 ) ) PUNCT bracis-33625 137 34 , , PUNCT bracis-33625 137 35 indicating indicate VERB bracis-33625 137 36 that that SCONJ bracis-33625 137 37 the the DET bracis-33625 137 38 explanations explanation NOUN bracis-33625 137 39 provided provide VERB bracis-33625 137 40 by by ADP bracis-33625 137 41 both both DET bracis-33625 137 42 techniques technique NOUN bracis-33625 137 43 agree agree VERB bracis-33625 137 44 with with ADP bracis-33625 137 45 each each DET bracis-33625 137 46 other other ADJ bracis-33625 137 47 . . PUNCT bracis-33625 138 1 despite despite SCONJ bracis-33625 138 2 slight slight ADJ bracis-33625 138 3 differences difference NOUN bracis-33625 138 4 in in ADP bracis-33625 138 5 ranking rank VERB bracis-33625 138 6 when when SCONJ bracis-33625 138 7 analyzing analyze VERB bracis-33625 138 8 the the DET bracis-33625 138 9 most most ADV bracis-33625 138 10 important important ADJ bracis-33625 138 11 features feature NOUN bracis-33625 138 12 , , PUNCT bracis-33625 138 13 these these DET bracis-33625 138 14 differences difference NOUN bracis-33625 138 15 are be AUX bracis-33625 138 16 negligible negligible ADJ bracis-33625 138 17 because because SCONJ bracis-33625 138 18 the the DET bracis-33625 138 19 techniques technique NOUN bracis-33625 138 20 can can AUX bracis-33625 138 21 indicate indicate VERB bracis-33625 138 22 the the DET bracis-33625 138 23 set set NOUN bracis-33625 138 24 of of ADP bracis-33625 138 25 features feature NOUN bracis-33625 138 26 that that PRON bracis-33625 138 27 are be AUX bracis-33625 138 28 most most ADV bracis-33625 138 29 important important ADJ bracis-33625 138 30 . . PUNCT bracis-33625 139 1 fig fig NOUN bracis-33625 139 2 . . PUNCT bracis-33625 140 1 3 3 X bracis-33625 140 2 . . X bracis-33625 140 3 ( ( PUNCT bracis-33625 140 4 a a X bracis-33625 140 5 ) ) PUNCT bracis-33625 140 6 pearson pearson NOUN bracis-33625 140 7 , , PUNCT bracis-33625 140 8 ( ( PUNCT bracis-33625 140 9 b b X bracis-33625 140 10 ) ) PUNCT bracis-33625 140 11 spearman spearman NOUN bracis-33625 140 12 and and CCONJ bracis-33625 140 13 ( ( PUNCT bracis-33625 140 14 c c X bracis-33625 140 15 ) ) PUNCT bracis-33625 140 16 kendall kendall PROPN bracis-33625 140 17 ’s ’s PART bracis-33625 140 18 tau tau PROPN bracis-33625 140 19 correlation correlation NOUN bracis-33625 140 20 for for ADP bracis-33625 140 21 lime lime NOUN bracis-33625 140 22 and and CCONJ bracis-33625 140 23 shap shap NOUN bracis-33625 140 24 feature feature NOUN bracis-33625 140 25 importance importance NOUN bracis-33625 140 26 values value NOUN bracis-33625 140 27 . . PUNCT bracis-33625 141 1 results result NOUN bracis-33625 141 2 above above ADP bracis-33625 141 3 the the DET bracis-33625 141 4 horizontal horizontal ADJ bracis-33625 141 5 dashed dash VERB bracis-33625 141 6 lines line NOUN bracis-33625 141 7 indicate indicate VERB bracis-33625 141 8 strong strong ADJ bracis-33625 141 9 correlations correlation NOUN bracis-33625 141 10 . . PUNCT bracis-33625 142 1 full full ADJ bracis-33625 142 2 size size NOUN bracis-33625 142 3 image image NOUN bracis-33625 142 4 the the DET bracis-33625 142 5 results result NOUN bracis-33625 142 6 in in ADP bracis-33625 142 7 figs fig NOUN bracis-33625 142 8 . . PUNCT bracis-33625 142 9     SPACE bracis-33625 143 1 3a 3a NUM bracis-33625 143 2 and and CCONJ bracis-33625 143 3 3b 3b NOUN bracis-33625 143 4 indicate indicate VERB bracis-33625 143 5 that that SCONJ bracis-33625 143 6 lime lime NOUN bracis-33625 143 7 and and CCONJ bracis-33625 143 8 shap shap PROPN bracis-33625 143 9 had have VERB bracis-33625 143 10 the the DET bracis-33625 143 11 lowest low ADJ bracis-33625 143 12 spearman spearman NOUN bracis-33625 143 13 and and CCONJ bracis-33625 143 14 kendalltau kendalltau PROPN bracis-33625 143 15 correlation correlation NOUN bracis-33625 143 16 when when SCONJ bracis-33625 143 17 computing compute VERB bracis-33625 143 18 the the DET bracis-33625 143 19 feature feature NOUN bracis-33625 143 20 importance importance NOUN bracis-33625 143 21 values value NOUN bracis-33625 143 22 for for ADP bracis-33625 143 23 knn knn PROPN bracis-33625 143 24 and and CCONJ bracis-33625 143 25 dt dt PROPN bracis-33625 143 26 models model NOUN bracis-33625 143 27 on on ADP bracis-33625 143 28 the the DET bracis-33625 143 29 kuhar kuhar NOUN bracis-33625 143 30 and and CCONJ bracis-33625 143 31 uci uci PROPN bracis-33625 143 32 datasets dataset NOUN bracis-33625 143 33 . . PUNCT bracis-33625 144 1 however however ADV bracis-33625 144 2 , , PUNCT bracis-33625 144 3 fig fig NOUN bracis-33625 144 4 . . PUNCT bracis-33625 144 5     SPACE bracis-33625 145 1 3c 3c NUM bracis-33625 145 2 indicates indicate VERB bracis-33625 145 3 that that SCONJ bracis-33625 145 4 the the DET bracis-33625 145 5 pearson pearson PROPN bracis-33625 145 6 correlation correlation NOUN bracis-33625 145 7 for for ADP bracis-33625 145 8 this this DET bracis-33625 145 9 experiment experiment NOUN bracis-33625 145 10 is be AUX bracis-33625 145 11 high high ADJ bracis-33625 145 12 . . PUNCT bracis-33625 146 1 this this PRON bracis-33625 146 2 happens happen VERB bracis-33625 146 3 because because SCONJ bracis-33625 146 4 there there PRON bracis-33625 146 5 are be VERB bracis-33625 146 6 some some DET bracis-33625 146 7 features feature NOUN bracis-33625 146 8 to to PART bracis-33625 146 9 which which PRON bracis-33625 146 10 their their PRON bracis-33625 146 11 relevance relevance NOUN bracis-33625 146 12 is be AUX bracis-33625 146 13 much much ADV bracis-33625 146 14 bigger big ADJ bracis-33625 146 15 than than ADP bracis-33625 146 16 the the DET bracis-33625 146 17 others other NOUN bracis-33625 146 18 and and CCONJ bracis-33625 146 19 the the DET bracis-33625 146 20 pearson pearson NOUN bracis-33625 146 21 correlation correlation NOUN bracis-33625 146 22 is be AUX bracis-33625 146 23 very very ADV bracis-33625 146 24 sensitive sensitive ADJ bracis-33625 146 25 to to ADP bracis-33625 146 26 outliers outlier NOUN bracis-33625 146 27 . . PUNCT bracis-33625 147 1 figure figure NOUN bracis-33625 147 2     SPACE bracis-33625 147 3 2b 2b NOUN bracis-33625 147 4 shows show VERB bracis-33625 147 5 the the DET bracis-33625 147 6 feature feature NOUN bracis-33625 147 7 importance importance NOUN bracis-33625 147 8 values value NOUN bracis-33625 147 9 for for ADP bracis-33625 147 10 the the DET bracis-33625 147 11 dt dt PROPN bracis-33625 147 12 model model NOUN bracis-33625 147 13 trained train VERB bracis-33625 147 14 with with ADP bracis-33625 147 15 wisdm wisdm NOUN bracis-33625 147 16 . . PUNCT bracis-33625 148 1 we we PRON bracis-33625 148 2 can can AUX bracis-33625 148 3 see see VERB bracis-33625 148 4 that that DET bracis-33625 148 5 feature feature NOUN bracis-33625 148 6 0 0 NUM bracis-33625 148 7 has have VERB bracis-33625 148 8 a a DET bracis-33625 148 9 much much ADV bracis-33625 148 10 higher high ADJ bracis-33625 148 11 importance importance NOUN bracis-33625 148 12 value value NOUN bracis-33625 148 13 than than ADP bracis-33625 148 14 the the DET bracis-33625 148 15 others other NOUN bracis-33625 148 16 , , PUNCT bracis-33625 148 17 which which PRON bracis-33625 148 18 can can AUX bracis-33625 148 19 lead lead VERB bracis-33625 148 20 to to ADP bracis-33625 148 21 a a DET bracis-33625 148 22 high high ADJ bracis-33625 148 23 pearson pearson NOUN bracis-33625 148 24 correlation correlation NOUN bracis-33625 148 25 . . PUNCT bracis-33625 149 1 5.2 5.2 NUM bracis-33625 149 2 feature feature NOUN bracis-33625 149 3 importance importance NOUN bracis-33625 149 4 vs vs ADP bracis-33625 149 5 classifier classifier NOUN bracis-33625 149 6 performance performance NOUN bracis-33625 149 7 this this DET bracis-33625 149 8 section section NOUN bracis-33625 149 9 presents present VERB bracis-33625 149 10 the the DET bracis-33625 149 11 experimental experimental ADJ bracis-33625 149 12 results result NOUN bracis-33625 149 13 to to PART bracis-33625 149 14 address address VERB bracis-33625 149 15 rq rq X bracis-33625 149 16 2 2 NUM bracis-33625 149 17 , , PUNCT bracis-33625 149 18 i.e. i.e. X bracis-33625 149 19 , , PUNCT bracis-33625 149 20 “ " PUNCT bracis-33625 149 21 is be AUX bracis-33625 149 22 there there PRON bracis-33625 149 23 a a DET bracis-33625 149 24 direct direct ADJ bracis-33625 149 25 relationship relationship NOUN bracis-33625 149 26 between between ADP bracis-33625 149 27 classifier classifier NOUN bracis-33625 149 28 discriminative discriminative NOUN bracis-33625 149 29 capability capability NOUN bracis-33625 149 30 and and CCONJ bracis-33625 149 31 feature feature NOUN bracis-33625 149 32 importance importance NOUN bracis-33625 149 33 ? ? PUNCT bracis-33625 149 34 ” " PUNCT bracis-33625 149 35 . . PUNCT bracis-33625 150 1 answering answer VERB bracis-33625 150 2 this this DET bracis-33625 150 3 question question NOUN bracis-33625 150 4 helps help VERB bracis-33625 150 5 to to PART bracis-33625 150 6 understand understand VERB bracis-33625 150 7 if if SCONJ bracis-33625 150 8 the the DET bracis-33625 150 9 least least ADV bracis-33625 150 10 relevant relevant ADJ bracis-33625 150 11 features feature NOUN bracis-33625 150 12 can can AUX bracis-33625 150 13 be be AUX bracis-33625 150 14 removed remove VERB bracis-33625 150 15 without without ADP bracis-33625 150 16 affecting affect VERB bracis-33625 150 17 the the DET bracis-33625 150 18 model model NOUN bracis-33625 150 19 ’s ’s PART bracis-33625 150 20 performance performance NOUN bracis-33625 150 21 and and CCONJ bracis-33625 150 22 if if SCONJ bracis-33625 150 23 the the DET bracis-33625 150 24 most most ADV bracis-33625 150 25 relevant relevant ADJ bracis-33625 150 26 features feature NOUN bracis-33625 150 27 are be AUX bracis-33625 150 28 essential essential ADJ bracis-33625 150 29 to to ADP bracis-33625 150 30 the the DET bracis-33625 150 31 model model NOUN bracis-33625 150 32 ’s ’s PART bracis-33625 150 33 performance performance NOUN bracis-33625 150 34 . . PUNCT bracis-33625 151 1 to to PART bracis-33625 151 2 answer answer VERB bracis-33625 151 3 this this DET bracis-33625 151 4 question question NOUN bracis-33625 151 5 , , PUNCT bracis-33625 151 6 we we PRON bracis-33625 151 7 propose propose VERB bracis-33625 151 8 two two NUM bracis-33625 151 9 new new ADJ bracis-33625 151 10 questions question NOUN bracis-33625 151 11 : : PUNCT bracis-33625 151 12 rq rq VERB bracis-33625 151 13 2 2 NUM bracis-33625 151 14 - - PUNCT bracis-33625 151 15 a a PRON bracis-33625 151 16 “ " PUNCT bracis-33625 151 17 does do AUX bracis-33625 151 18 the the DET bracis-33625 151 19 removal removal NOUN bracis-33625 151 20 of of ADP bracis-33625 151 21 features feature NOUN bracis-33625 151 22 with with ADP bracis-33625 151 23 low low ADJ bracis-33625 151 24 relevance relevance NOUN bracis-33625 151 25 affect affect VERB bracis-33625 151 26 the the DET bracis-33625 151 27 discriminative discriminative NOUN bracis-33625 151 28 power power NOUN bracis-33625 151 29 of of ADP bracis-33625 151 30 the the DET bracis-33625 151 31 models model NOUN bracis-33625 151 32 ? ? PUNCT bracis-33625 151 33 ” " PUNCT bracis-33625 151 34 ; ; PUNCT bracis-33625 151 35 rq rq VERB bracis-33625 151 36 2 2 NUM bracis-33625 151 37 - - PUNCT bracis-33625 151 38 b b NOUN bracis-33625 151 39 “ " PUNCT bracis-33625 151 40 does do AUX bracis-33625 151 41 the the DET bracis-33625 151 42 removal removal NOUN bracis-33625 151 43 of of ADP bracis-33625 151 44 highly highly ADV bracis-33625 151 45 relevant relevant ADJ bracis-33625 151 46 features feature NOUN bracis-33625 151 47 significantly significantly ADV bracis-33625 151 48 affect affect VERB bracis-33625 151 49 the the DET bracis-33625 151 50 discriminative discriminative NOUN bracis-33625 151 51 power power NOUN bracis-33625 151 52 of of ADP bracis-33625 151 53 the the DET bracis-33625 151 54 models model NOUN bracis-33625 151 55 ? ? PUNCT bracis-33625 151 56 ” " PUNCT bracis-33625 151 57 . . PUNCT bracis-33625 152 1 answering answer VERB bracis-33625 152 2 these these DET bracis-33625 152 3 questions question NOUN bracis-33625 152 4 will will AUX bracis-33625 152 5 help help VERB bracis-33625 152 6 to to PART bracis-33625 152 7 understand understand VERB bracis-33625 152 8 the the DET bracis-33625 152 9 impact impact NOUN bracis-33625 152 10 of of ADP bracis-33625 152 11 each each DET bracis-33625 152 12 feature feature NOUN bracis-33625 152 13 on on ADP bracis-33625 152 14 the the DET bracis-33625 152 15 model model NOUN bracis-33625 152 16 ’s ’s PART bracis-33625 152 17 performance performance NOUN bracis-33625 152 18 , , PUNCT bracis-33625 152 19 aiding aid VERB bracis-33625 152 20 researchers researcher NOUN bracis-33625 152 21 in in ADP bracis-33625 152 22 determining determine VERB bracis-33625 152 23 which which PRON bracis-33625 152 24 features feature NOUN bracis-33625 152 25 are be AUX bracis-33625 152 26 essential essential ADJ bracis-33625 152 27 to to ADP bracis-33625 152 28 the the DET bracis-33625 152 29 model model NOUN bracis-33625 152 30 without without ADP bracis-33625 152 31 affecting affect VERB bracis-33625 152 32 its its PRON bracis-33625 152 33 performance performance NOUN bracis-33625 152 34 . . PUNCT bracis-33625 153 1 in in ADP bracis-33625 153 2 addressing address VERB bracis-33625 153 3 rq rq NOUN bracis-33625 153 4 2 2 NUM bracis-33625 153 5 - - SYM bracis-33625 153 6 a a NOUN bracis-33625 153 7 , , PUNCT bracis-33625 153 8 we we PRON bracis-33625 153 9 computed compute VERB bracis-33625 153 10 the the DET bracis-33625 153 11 feature feature NOUN bracis-33625 153 12 importance importance NOUN bracis-33625 153 13 for for ADP bracis-33625 153 14 each each DET bracis-33625 153 15 ml ml NOUN bracis-33625 153 16 model model NOUN bracis-33625 153 17 using use VERB bracis-33625 153 18 both both PRON bracis-33625 153 19 lime lime NOUN bracis-33625 153 20 and and CCONJ bracis-33625 153 21 shap shap NOUN bracis-33625 153 22 . . PUNCT bracis-33625 154 1 subsequently subsequently ADV bracis-33625 154 2 , , PUNCT bracis-33625 154 3 we we PRON bracis-33625 154 4 organized organize VERB bracis-33625 154 5 the the DET bracis-33625 154 6 24 24 NUM bracis-33625 154 7 features feature NOUN bracis-33625 154 8 in in ADP bracis-33625 154 9 ascending ascend VERB bracis-33625 154 10 order order NOUN bracis-33625 154 11 of of ADP bracis-33625 154 12 relevance relevance NOUN bracis-33625 154 13 and and CCONJ bracis-33625 154 14 retrained retrain VERB bracis-33625 154 15 the the DET bracis-33625 154 16 ml ml PROPN bracis-33625 154 17 model model NOUN bracis-33625 154 18 by by ADP bracis-33625 154 19 eliminating eliminate VERB bracis-33625 154 20 the the DET bracis-33625 154 21 least least ADV bracis-33625 154 22 important important ADJ bracis-33625 154 23 features feature NOUN bracis-33625 154 24 . . PUNCT bracis-33625 155 1 similarly similarly ADV bracis-33625 155 2 , , PUNCT bracis-33625 155 3 to to PART bracis-33625 155 4 address address VERB bracis-33625 155 5 rq rq VERB bracis-33625 155 6 2 2 NUM bracis-33625 155 7 - - SYM bracis-33625 155 8 b b NOUN bracis-33625 155 9 , , PUNCT bracis-33625 155 10 we we PRON bracis-33625 155 11 conducted conduct VERB bracis-33625 155 12 the the DET bracis-33625 155 13 same same ADJ bracis-33625 155 14 analysis analysis NOUN bracis-33625 155 15 , , PUNCT bracis-33625 155 16 focusing focus VERB bracis-33625 155 17 on on ADP bracis-33625 155 18 removing remove VERB bracis-33625 155 19 the the DET bracis-33625 155 20 most most ADV bracis-33625 155 21 important important ADJ bracis-33625 155 22 features feature NOUN bracis-33625 155 23 . . PUNCT bracis-33625 156 1 the the DET bracis-33625 156 2 performance performance NOUN bracis-33625 156 3 of of ADP bracis-33625 156 4 the the DET bracis-33625 156 5 models model NOUN bracis-33625 156 6 when when SCONJ bracis-33625 156 7 removing remove VERB bracis-33625 156 8 the the DET bracis-33625 156 9 most most ADV bracis-33625 156 10 and and CCONJ bracis-33625 156 11 least least ADV bracis-33625 156 12 important important ADJ bracis-33625 156 13 features feature NOUN bracis-33625 156 14 by by ADP bracis-33625 156 15 xai xai PROPN bracis-33625 156 16 technique technique NOUN bracis-33625 156 17 is be AUX bracis-33625 156 18 depicted depict VERB bracis-33625 156 19 in in ADP bracis-33625 156 20 figs fig NOUN bracis-33625 156 21 . . PUNCT bracis-33625 156 22     SPACE bracis-33625 156 23 4 4 NUM bracis-33625 156 24 and and CCONJ bracis-33625 156 25 5 5 NUM bracis-33625 156 26 . . PUNCT bracis-33625 157 1 the the DET bracis-33625 157 2 lines line NOUN bracis-33625 157 3 in in ADP bracis-33625 157 4 red red ADJ bracis-33625 157 5 and and CCONJ bracis-33625 157 6 gray gray ADJ bracis-33625 157 7 ( ( PUNCT bracis-33625 157 8 -best -best PROPN bracis-33625 157 9 ) ) PUNCT bracis-33625 157 10 represent represent VERB bracis-33625 157 11 the the DET bracis-33625 157 12 accuracy accuracy NOUN bracis-33625 157 13 of of ADP bracis-33625 157 14 the the DET bracis-33625 157 15 models model NOUN bracis-33625 157 16 when when SCONJ bracis-33625 157 17 removing remove VERB bracis-33625 157 18 the the DET bracis-33625 157 19 most most ADV bracis-33625 157 20 important important ADJ bracis-33625 157 21 features feature NOUN bracis-33625 157 22 according accord VERB bracis-33625 157 23 to to ADP bracis-33625 157 24 lime lime NOUN bracis-33625 157 25 and and CCONJ bracis-33625 157 26 shap shap NOUN bracis-33625 157 27 , , PUNCT bracis-33625 157 28 respectively respectively ADV bracis-33625 157 29 . . PUNCT bracis-33625 158 1 and and CCONJ bracis-33625 158 2 , , PUNCT bracis-33625 158 3 the the DET bracis-33625 158 4 lines line NOUN bracis-33625 158 5 in in ADP bracis-33625 158 6 blue blue ADJ bracis-33625 158 7 and and CCONJ bracis-33625 158 8 black black ADJ bracis-33625 158 9 ( ( PUNCT bracis-33625 158 10 -worst -worst PROPN bracis-33625 158 11 ) ) PUNCT bracis-33625 158 12 represent represent VERB bracis-33625 158 13 the the DET bracis-33625 158 14 accuracy accuracy NOUN bracis-33625 158 15 of of ADP bracis-33625 158 16 the the DET bracis-33625 158 17 models model NOUN bracis-33625 158 18 when when SCONJ bracis-33625 158 19 removing remove VERB bracis-33625 158 20 the the DET bracis-33625 158 21 least least ADV bracis-33625 158 22 important important ADJ bracis-33625 158 23 ones one NOUN bracis-33625 158 24 according accord VERB bracis-33625 158 25 to to ADP bracis-33625 158 26 lime lime NOUN bracis-33625 158 27 and and CCONJ bracis-33625 158 28 shap shap NOUN bracis-33625 158 29 , , PUNCT bracis-33625 158 30 respectively respectively ADV bracis-33625 158 31 . . PUNCT bracis-33625 159 1 fig fig NOUN bracis-33625 159 2 . . PUNCT bracis-33625 160 1 4 4 X bracis-33625 160 2 . . X bracis-33625 160 3 accuracy accuracy NOUN bracis-33625 160 4 of of ADP bracis-33625 160 5 the the DET bracis-33625 160 6 models model NOUN bracis-33625 160 7 when when SCONJ bracis-33625 160 8 removing remove VERB bracis-33625 160 9 the the DET bracis-33625 160 10 most most ADV bracis-33625 160 11 and and CCONJ bracis-33625 160 12 least least ADV bracis-33625 160 13 important important ADJ bracis-33625 160 14 features feature NOUN bracis-33625 160 15 by by ADP bracis-33625 160 16 xai xai PROPN bracis-33625 160 17 technique technique NOUN bracis-33625 160 18 on on ADP bracis-33625 160 19 kuhar kuhar PROPN bracis-33625 160 20 , , PUNCT bracis-33625 160 21 motionsense motionsense NOUN bracis-33625 160 22 , , PUNCT bracis-33625 160 23 and and CCONJ bracis-33625 160 24 uci uci PROPN bracis-33625 160 25 . . PROPN bracis-33625 161 1 full full ADJ bracis-33625 161 2 size size NOUN bracis-33625 161 3 image image NOUN bracis-33625 161 4 fig fig NOUN bracis-33625 161 5 . . PUNCT bracis-33625 162 1 5 5 NUM bracis-33625 162 2 . . X bracis-33625 162 3 accuracy accuracy NOUN bracis-33625 162 4 of of ADP bracis-33625 162 5 the the DET bracis-33625 162 6 models model NOUN bracis-33625 162 7 when when SCONJ bracis-33625 162 8 removing remove VERB bracis-33625 162 9 the the DET bracis-33625 162 10 most most ADV bracis-33625 162 11 and and CCONJ bracis-33625 162 12 least least ADV bracis-33625 162 13 important important ADJ bracis-33625 162 14 features feature NOUN bracis-33625 162 15 by by ADP bracis-33625 162 16 xai xai PROPN bracis-33625 162 17 technique technique NOUN bracis-33625 162 18 on on ADP bracis-33625 162 19 wisdm wisdm NOUN bracis-33625 162 20 , , PUNCT bracis-33625 162 21 rw rw NOUN bracis-33625 162 22 - - PUNCT bracis-33625 162 23 thigh thigh NOUN bracis-33625 162 24 , , PUNCT bracis-33625 162 25 and and CCONJ bracis-33625 162 26 rw rw NOUN bracis-33625 162 27 - - PUNCT bracis-33625 162 28 waist waist NOUN bracis-33625 162 29 . . PUNCT bracis-33625 163 1 full full ADJ bracis-33625 163 2 size size NOUN bracis-33625 163 3 image image NOUN bracis-33625 163 4 the the DET bracis-33625 163 5 results result NOUN bracis-33625 163 6 indicate indicate VERB bracis-33625 163 7 that that SCONJ bracis-33625 163 8 , , PUNCT bracis-33625 163 9 despite despite SCONJ bracis-33625 163 10 some some DET bracis-33625 163 11 differences difference NOUN bracis-33625 163 12 in in ADP bracis-33625 163 13 their their PRON bracis-33625 163 14 respective respective ADJ bracis-33625 163 15 rankings ranking NOUN bracis-33625 163 16 , , PUNCT bracis-33625 163 17 the the DET bracis-33625 163 18 xai xai PROPN bracis-33625 163 19 techniques technique NOUN bracis-33625 163 20 agree agree VERB bracis-33625 163 21 on on ADP bracis-33625 163 22 the the DET bracis-33625 163 23 sets set NOUN bracis-33625 163 24 of of ADP bracis-33625 163 25 features feature NOUN bracis-33625 163 26 that that PRON bracis-33625 163 27 are be AUX bracis-33625 163 28 most most ADV bracis-33625 163 29 and and CCONJ bracis-33625 163 30 least least ADV bracis-33625 163 31 important important ADJ bracis-33625 163 32 . . PUNCT bracis-33625 164 1 it it PRON bracis-33625 164 2 can can AUX bracis-33625 164 3 be be AUX bracis-33625 164 4 observed observe VERB bracis-33625 164 5 that that SCONJ bracis-33625 164 6 the the DET bracis-33625 164 7 lines line NOUN bracis-33625 164 8 corresponding correspond VERB bracis-33625 164 9 to to ADP bracis-33625 164 10 the the DET bracis-33625 164 11 removal removal NOUN bracis-33625 164 12 of of ADP bracis-33625 164 13 the the DET bracis-33625 164 14 most most ADV bracis-33625 164 15 important important ADJ bracis-33625 164 16 features feature NOUN bracis-33625 164 17 ( ( PUNCT bracis-33625 164 18 in in ADP bracis-33625 164 19 red red ADJ bracis-33625 164 20 and and CCONJ bracis-33625 164 21 gray gray ADJ bracis-33625 164 22 ) ) PUNCT bracis-33625 164 23 decrease decrease NOUN bracis-33625 164 24 together together ADV bracis-33625 164 25 , , PUNCT bracis-33625 164 26 while while SCONJ bracis-33625 164 27 the the DET bracis-33625 164 28 lines line NOUN bracis-33625 164 29 corresponding correspond VERB bracis-33625 164 30 to to ADP bracis-33625 164 31 the the DET bracis-33625 164 32 removal removal NOUN bracis-33625 164 33 of of ADP bracis-33625 164 34 the the DET bracis-33625 164 35 least least ADV bracis-33625 164 36 important important ADJ bracis-33625 164 37 features feature NOUN bracis-33625 164 38 ( ( PUNCT bracis-33625 164 39 in in ADP bracis-33625 164 40 blue blue ADJ bracis-33625 164 41 and and CCONJ bracis-33625 164 42 black black ADJ bracis-33625 164 43 ) ) PUNCT bracis-33625 164 44 also also ADV bracis-33625 164 45 decrease decrease VERB bracis-33625 164 46 together together ADV bracis-33625 164 47 . . PUNCT bracis-33625 165 1 furthermore furthermore ADV bracis-33625 165 2 , , PUNCT bracis-33625 165 3 the the DET bracis-33625 165 4 performance performance NOUN bracis-33625 165 5 of of ADP bracis-33625 165 6 the the DET bracis-33625 165 7 models model NOUN bracis-33625 165 8 is be AUX bracis-33625 165 9 generally generally ADV bracis-33625 165 10 unaffected unaffected ADJ bracis-33625 165 11 when when SCONJ bracis-33625 165 12 the the DET bracis-33625 165 13 least least ADV bracis-33625 165 14 important important ADJ bracis-33625 165 15 features feature NOUN bracis-33625 165 16 are be AUX bracis-33625 165 17 removed remove VERB bracis-33625 165 18 , , PUNCT bracis-33625 165 19 except except SCONJ bracis-33625 165 20 for for ADP bracis-33625 165 21 the the DET bracis-33625 165 22 dt dt PROPN bracis-33625 165 23 model model NOUN bracis-33625 165 24 , , PUNCT bracis-33625 165 25 which which PRON bracis-33625 165 26 exhibits exhibit VERB bracis-33625 165 27 oscillatory oscillatory ADJ bracis-33625 165 28 behavior behavior NOUN bracis-33625 165 29 . . PUNCT bracis-33625 166 1 conversely conversely ADV bracis-33625 166 2 , , PUNCT bracis-33625 166 3 removing remove VERB bracis-33625 166 4 the the DET bracis-33625 166 5 most most ADV bracis-33625 166 6 important important ADJ bracis-33625 166 7 features feature NOUN bracis-33625 166 8 significantly significantly ADV bracis-33625 166 9 affects affect VERB bracis-33625 166 10 model model NOUN bracis-33625 166 11 performance performance NOUN bracis-33625 166 12 , , PUNCT bracis-33625 166 13 resulting result VERB bracis-33625 166 14 in in ADP bracis-33625 166 15 a a DET bracis-33625 166 16 noticeable noticeable ADJ bracis-33625 166 17 decrease decrease NOUN bracis-33625 166 18 in in ADP bracis-33625 166 19 accuracy accuracy NOUN bracis-33625 166 20 . . PUNCT bracis-33625 167 1 moreover moreover ADV bracis-33625 167 2 , , PUNCT bracis-33625 167 3 the the DET bracis-33625 167 4 expected expect VERB bracis-33625 167 5 behavior behavior NOUN bracis-33625 167 6 is be AUX bracis-33625 167 7 that that SCONJ bracis-33625 167 8 the the DET bracis-33625 167 9 lines line NOUN bracis-33625 167 10 corresponding correspond VERB bracis-33625 167 11 to to ADP bracis-33625 167 12 the the DET bracis-33625 167 13 removal removal NOUN bracis-33625 167 14 of of ADP bracis-33625 167 15 the the DET bracis-33625 167 16 most most ADV bracis-33625 167 17 important important ADJ bracis-33625 167 18 features feature NOUN bracis-33625 167 19 ( ( PUNCT bracis-33625 167 20 in in ADP bracis-33625 167 21 red red ADJ bracis-33625 167 22 and and CCONJ bracis-33625 167 23 gray gray ADJ bracis-33625 167 24 ) ) PUNCT bracis-33625 167 25 decrease decrease NOUN bracis-33625 167 26 faster fast ADV bracis-33625 167 27 than than ADP bracis-33625 167 28 the the DET bracis-33625 167 29 lines line NOUN bracis-33625 167 30 corresponding correspond VERB bracis-33625 167 31 to to ADP bracis-33625 167 32 the the DET bracis-33625 167 33 removal removal NOUN bracis-33625 167 34 of of ADP bracis-33625 167 35 the the DET bracis-33625 167 36 least least ADV bracis-33625 167 37 important important ADJ bracis-33625 167 38 features feature NOUN bracis-33625 167 39 ( ( PUNCT bracis-33625 167 40 in in ADP bracis-33625 167 41 blue blue ADJ bracis-33625 167 42 and and CCONJ bracis-33625 167 43 black black ADJ bracis-33625 167 44 ) ) PUNCT bracis-33625 167 45 . . PUNCT bracis-33625 168 1 this this DET bracis-33625 168 2 pattern pattern NOUN bracis-33625 168 3 is be AUX bracis-33625 168 4 observed observe VERB bracis-33625 168 5 in in ADP bracis-33625 168 6 most most ADJ bracis-33625 168 7 cases case NOUN bracis-33625 168 8 . . PUNCT bracis-33625 169 1 however however ADV bracis-33625 169 2 , , PUNCT bracis-33625 169 3 there there PRON bracis-33625 169 4 are be VERB bracis-33625 169 5 exceptions exception NOUN bracis-33625 169 6 , , PUNCT bracis-33625 169 7 such such ADJ bracis-33625 169 8 as as ADP bracis-33625 169 9 the the DET bracis-33625 169 10 svm svm ADJ bracis-33625 169 11 model model NOUN bracis-33625 169 12 on on ADP bracis-33625 169 13 the the DET bracis-33625 169 14 kh kh PROPN bracis-33625 169 15 , , PUNCT bracis-33625 169 16 ms ms PROPN bracis-33625 169 17 , , PUNCT bracis-33625 169 18 and and CCONJ bracis-33625 169 19 rw rw NOUN bracis-33625 169 20 - - PUNCT bracis-33625 169 21 thigh thigh NOUN bracis-33625 169 22 datasets dataset NOUN bracis-33625 169 23 , , PUNCT bracis-33625 169 24 where where SCONJ bracis-33625 169 25 the the DET bracis-33625 169 26 lines line NOUN bracis-33625 169 27 decrease decrease VERB bracis-33625 169 28 at at ADP bracis-33625 169 29 the the DET bracis-33625 169 30 same same ADJ bracis-33625 169 31 rate rate NOUN bracis-33625 169 32 , , PUNCT bracis-33625 169 33 and and CCONJ bracis-33625 169 34 the the DET bracis-33625 169 35 dt dt PROPN bracis-33625 169 36 model model PROPN bracis-33625 169 37 , , PUNCT bracis-33625 169 38 which which PRON bracis-33625 169 39 exhibits exhibit VERB bracis-33625 169 40 oscillatory oscillatory ADJ bracis-33625 169 41 behavior behavior NOUN bracis-33625 169 42 across across ADP bracis-33625 169 43 almost almost ADV bracis-33625 169 44 all all PRON bracis-33625 169 45 datasets dataset NOUN bracis-33625 169 46 . . PUNCT bracis-33625 170 1 regarding regard VERB bracis-33625 170 2 these these DET bracis-33625 170 3 exceptions exception NOUN bracis-33625 170 4 , , PUNCT bracis-33625 170 5 several several ADJ bracis-33625 170 6 hypotheses hypothesis NOUN bracis-33625 170 7 can can AUX bracis-33625 170 8 be be AUX bracis-33625 170 9 proposed propose VERB bracis-33625 170 10 : : PUNCT bracis-33625 170 11 ( ( PUNCT bracis-33625 170 12 i i NOUN bracis-33625 170 13 ) ) PUNCT bracis-33625 170 14 there there PRON bracis-33625 170 15 might might AUX bracis-33625 170 16 still still ADV bracis-33625 170 17 be be AUX bracis-33625 170 18 redundancy redundancy NOUN bracis-33625 170 19 across across ADP bracis-33625 170 20 features feature NOUN bracis-33625 170 21 , , PUNCT bracis-33625 170 22 allowing allow VERB bracis-33625 170 23 the the DET bracis-33625 170 24 model model NOUN bracis-33625 170 25 to to PART bracis-33625 170 26 adapt adapt VERB bracis-33625 170 27 to to ADP bracis-33625 170 28 the the DET bracis-33625 170 29 new new ADJ bracis-33625 170 30 feature feature NOUN bracis-33625 170 31 space space NOUN bracis-33625 170 32 created create VERB bracis-33625 170 33 by by ADP bracis-33625 170 34 the the DET bracis-33625 170 35 removal removal NOUN bracis-33625 170 36 of of ADP bracis-33625 170 37 certain certain ADJ bracis-33625 170 38 features feature NOUN bracis-33625 170 39 . . PUNCT bracis-33625 171 1 this this DET bracis-33625 171 2 adaptation adaptation NOUN bracis-33625 171 3 could could AUX bracis-33625 171 4 result result VERB bracis-33625 171 5 in in ADP bracis-33625 171 6 assigning assign VERB bracis-33625 171 7 more more ADJ bracis-33625 171 8 importance importance NOUN bracis-33625 171 9 to to ADP bracis-33625 171 10 the the DET bracis-33625 171 11 remaining remain VERB bracis-33625 171 12 features feature NOUN bracis-33625 171 13 , , PUNCT bracis-33625 171 14 potentially potentially ADV bracis-33625 171 15 explaining explain VERB bracis-33625 171 16 the the DET bracis-33625 171 17 unexpected unexpected ADJ bracis-33625 171 18 behavior behavior NOUN bracis-33625 171 19 of of ADP bracis-33625 171 20 the the DET bracis-33625 171 21 svm svm ADJ bracis-33625 171 22 model model NOUN bracis-33625 171 23 on on ADP bracis-33625 171 24 the the DET bracis-33625 171 25 kh kh PROPN bracis-33625 171 26 , , PUNCT bracis-33625 171 27 ms ms PROPN bracis-33625 171 28 , , PUNCT bracis-33625 171 29 and and CCONJ bracis-33625 171 30 rw rw NOUN bracis-33625 171 31 - - PUNCT bracis-33625 171 32 thigh thigh NOUN bracis-33625 171 33 datasets dataset NOUN bracis-33625 171 34 . . PUNCT bracis-33625 172 1 ( ( PUNCT bracis-33625 172 2 ii ii NOUN bracis-33625 172 3 ) ) PUNCT bracis-33625 172 4 the the DET bracis-33625 172 5 dt dt PROPN bracis-33625 172 6 model model NOUN bracis-33625 172 7 might might AUX bracis-33625 172 8 have have AUX bracis-33625 172 9 identified identify VERB bracis-33625 172 10 correlations correlation NOUN bracis-33625 172 11 between between ADP bracis-33625 172 12 some some DET bracis-33625 172 13 features feature NOUN bracis-33625 172 14 , , PUNCT bracis-33625 172 15 focusing focus VERB bracis-33625 172 16 primarily primarily ADV bracis-33625 172 17 on on ADP bracis-33625 172 18 one one NUM bracis-33625 172 19 of of ADP bracis-33625 172 20 them they PRON bracis-33625 172 21 . . PUNCT bracis-33625 173 1 when when SCONJ bracis-33625 173 2 this this DET bracis-33625 173 3 feature feature NOUN bracis-33625 173 4 is be AUX bracis-33625 173 5 removed remove VERB bracis-33625 173 6 , , PUNCT bracis-33625 173 7 the the DET bracis-33625 173 8 model model NOUN bracis-33625 173 9 shifts shift NOUN bracis-33625 173 10 its its PRON bracis-33625 173 11 attention attention NOUN bracis-33625 173 12 to to ADP bracis-33625 173 13 another another DET bracis-33625 173 14 feature feature NOUN bracis-33625 173 15 , , PUNCT bracis-33625 173 16 which which PRON bracis-33625 173 17 could could AUX bracis-33625 173 18 account account VERB bracis-33625 173 19 for for ADP bracis-33625 173 20 the the DET bracis-33625 173 21 observed observe VERB bracis-33625 173 22 oscillatory oscillatory ADJ bracis-33625 173 23 behavior behavior NOUN bracis-33625 173 24 . . PUNCT bracis-33625 174 1 6 6 NUM bracis-33625 174 2 conclusions conclusion NOUN bracis-33625 174 3 and and CCONJ bracis-33625 174 4     SPACE bracis-33625 174 5 future future ADJ bracis-33625 174 6 work work NOUN bracis-33625 174 7 in in ADP bracis-33625 174 8 this this DET bracis-33625 174 9 paper paper NOUN bracis-33625 174 10 , , PUNCT bracis-33625 174 11 we we PRON bracis-33625 174 12 evaluated evaluate VERB bracis-33625 174 13 the the DET bracis-33625 174 14 explanations explanation NOUN bracis-33625 174 15 generated generate VERB bracis-33625 174 16 by by ADP bracis-33625 174 17 two two NUM bracis-33625 174 18 xai xai PROPN bracis-33625 174 19 techniques technique NOUN bracis-33625 174 20 , , PUNCT bracis-33625 174 21 lime lime NOUN bracis-33625 174 22 and and CCONJ bracis-33625 174 23 shap shap NOUN bracis-33625 174 24 , , PUNCT bracis-33625 174 25 on on ADP bracis-33625 174 26 a a DET bracis-33625 174 27 variety variety NOUN bracis-33625 174 28 of of ADP bracis-33625 174 29 har har NOUN bracis-33625 174 30 dataset dataset NOUN bracis-33625 174 31 and and CCONJ bracis-33625 174 32 ml ml NOUN bracis-33625 174 33 models model NOUN bracis-33625 174 34 . . PUNCT bracis-33625 175 1 to to PART bracis-33625 175 2 do do VERB bracis-33625 175 3 so so ADV bracis-33625 175 4 , , PUNCT bracis-33625 175 5 we we PRON bracis-33625 175 6 employed employ VERB bracis-33625 175 7 correlation correlation NOUN bracis-33625 175 8 metrics metric NOUN bracis-33625 175 9 to to PART bracis-33625 175 10 compare compare VERB bracis-33625 175 11 the the DET bracis-33625 175 12 explanations explanation NOUN bracis-33625 175 13 generated generate VERB bracis-33625 175 14 by by ADP bracis-33625 175 15 the the DET bracis-33625 175 16 techniques technique NOUN bracis-33625 175 17 based base VERB bracis-33625 175 18 on on ADP bracis-33625 175 19 feature feature NOUN bracis-33625 175 20 importance importance NOUN bracis-33625 175 21 . . PUNCT bracis-33625 176 1 we we PRON bracis-33625 176 2 also also ADV bracis-33625 176 3 showed show VERB bracis-33625 176 4 that that SCONJ bracis-33625 176 5 , , PUNCT bracis-33625 176 6 for for ADP bracis-33625 176 7 random random ADJ bracis-33625 176 8 forest forest NOUN bracis-33625 176 9 and and CCONJ bracis-33625 176 10 svm svm PROPN bracis-33625 176 11 , , PUNCT bracis-33625 176 12 the the DET bracis-33625 176 13 techniques technique NOUN bracis-33625 176 14 agree agree VERB bracis-33625 176 15 almost almost ADV bracis-33625 176 16 perfectly perfectly ADV bracis-33625 176 17 in in ADP bracis-33625 176 18 ranking rank VERB bracis-33625 176 19 comparison comparison NOUN bracis-33625 176 20 , , PUNCT bracis-33625 176 21 indicating indicate VERB bracis-33625 176 22 that that SCONJ bracis-33625 176 23 the the DET bracis-33625 176 24 explanations explanation NOUN bracis-33625 176 25 are be AUX bracis-33625 176 26 very very ADV bracis-33625 176 27 similar similar ADJ bracis-33625 176 28 . . PUNCT bracis-33625 177 1 despite despite SCONJ bracis-33625 177 2 some some DET bracis-33625 177 3 differences difference NOUN bracis-33625 177 4 when when SCONJ bracis-33625 177 5 comparing compare VERB bracis-33625 177 6 the the DET bracis-33625 177 7 rankings ranking NOUN bracis-33625 177 8 of of ADP bracis-33625 177 9 the the DET bracis-33625 177 10 features feature NOUN bracis-33625 177 11 , , PUNCT bracis-33625 177 12 these these DET bracis-33625 177 13 differences difference NOUN bracis-33625 177 14 are be AUX bracis-33625 177 15 negligible negligible ADJ bracis-33625 177 16 because because SCONJ bracis-33625 177 17 , , PUNCT bracis-33625 177 18 in in ADP bracis-33625 177 19 most most ADJ bracis-33625 177 20 cases case NOUN bracis-33625 177 21 , , PUNCT bracis-33625 177 22 the the DET bracis-33625 177 23 techniques technique NOUN bracis-33625 177 24 successfully successfully ADV bracis-33625 177 25 identify identify VERB bracis-33625 177 26 the the DET bracis-33625 177 27 most most ADV bracis-33625 177 28 important important ADJ bracis-33625 177 29 and and CCONJ bracis-33625 177 30 least least ADV bracis-33625 177 31 important important ADJ bracis-33625 177 32 features feature NOUN bracis-33625 177 33 . . PUNCT bracis-33625 178 1 this this DET bracis-33625 178 2 finding finding NOUN bracis-33625 178 3 is be AUX bracis-33625 178 4 important important ADJ bracis-33625 178 5 because because SCONJ bracis-33625 178 6 it it PRON bracis-33625 178 7 demonstrates demonstrate VERB bracis-33625 178 8 that that SCONJ bracis-33625 178 9 the the DET bracis-33625 178 10 xai xai PROPN bracis-33625 178 11 techniques technique NOUN bracis-33625 178 12 are be AUX bracis-33625 178 13 capable capable ADJ bracis-33625 178 14 of of ADP bracis-33625 178 15 identifying identify VERB bracis-33625 178 16 the the DET bracis-33625 178 17 most most ADV bracis-33625 178 18 and and CCONJ bracis-33625 178 19 least least ADJ bracis-33625 178 20 relevant relevant ADJ bracis-33625 178 21 features feature NOUN bracis-33625 178 22 for for ADP bracis-33625 178 23 the the DET bracis-33625 178 24 model model NOUN bracis-33625 178 25 , , PUNCT bracis-33625 178 26 which which PRON bracis-33625 178 27 is be AUX bracis-33625 178 28 their their PRON bracis-33625 178 29 primary primary ADJ bracis-33625 178 30 goal goal NOUN bracis-33625 178 31 . . PUNCT bracis-33625 179 1 the the DET bracis-33625 179 2 results result NOUN bracis-33625 179 3 of of ADP bracis-33625 179 4 this this DET bracis-33625 179 5 study study NOUN bracis-33625 179 6 show show VERB bracis-33625 179 7 that that SCONJ bracis-33625 179 8 correlation correlation NOUN bracis-33625 179 9 metrics metric NOUN bracis-33625 179 10 alone alone ADV bracis-33625 179 11 are be AUX bracis-33625 179 12 not not PART bracis-33625 179 13 sufficient sufficient ADJ bracis-33625 179 14 to to PART bracis-33625 179 15 evaluate evaluate VERB bracis-33625 179 16 how how SCONJ bracis-33625 179 17 similar similar ADJ bracis-33625 179 18 the the DET bracis-33625 179 19 explanations explanation NOUN bracis-33625 179 20 generated generate VERB bracis-33625 179 21 by by ADP bracis-33625 179 22 the the DET bracis-33625 179 23 techniques technique NOUN bracis-33625 179 24 are be AUX bracis-33625 179 25 . . PUNCT bracis-33625 180 1 furthermore furthermore ADV bracis-33625 180 2 , , PUNCT bracis-33625 180 3 the the DET bracis-33625 180 4 removal removal NOUN bracis-33625 180 5 of of ADP bracis-33625 180 6 the the DET bracis-33625 180 7 least least ADV bracis-33625 180 8 important important ADJ bracis-33625 180 9 features feature NOUN bracis-33625 180 10 does do AUX bracis-33625 180 11 not not PART bracis-33625 180 12 affect affect VERB bracis-33625 180 13 the the DET bracis-33625 180 14 model model NOUN bracis-33625 180 15 ’s ’s PART bracis-33625 180 16 performance performance NOUN bracis-33625 180 17 , , PUNCT bracis-33625 180 18 which which PRON bracis-33625 180 19 indicates indicate VERB bracis-33625 180 20 that that SCONJ bracis-33625 180 21 the the DET bracis-33625 180 22 techniques technique NOUN bracis-33625 180 23 are be AUX bracis-33625 180 24 capable capable ADJ bracis-33625 180 25 of of ADP bracis-33625 180 26 identifying identify VERB bracis-33625 180 27 the the DET bracis-33625 180 28 least least ADV bracis-33625 180 29 important important ADJ bracis-33625 180 30 features feature NOUN bracis-33625 180 31 . . PUNCT bracis-33625 181 1 on on ADP bracis-33625 181 2 the the DET bracis-33625 181 3 other other ADJ bracis-33625 181 4 hand hand NOUN bracis-33625 181 5 , , PUNCT bracis-33625 181 6 the the DET bracis-33625 181 7 removal removal NOUN bracis-33625 181 8 of of ADP bracis-33625 181 9 the the DET bracis-33625 181 10 most most ADV bracis-33625 181 11 important important ADJ bracis-33625 181 12 features feature NOUN bracis-33625 181 13 does do AUX bracis-33625 181 14 not not PART bracis-33625 181 15 necessarily necessarily ADV bracis-33625 181 16 affect affect VERB bracis-33625 181 17 the the DET bracis-33625 181 18 model model NOUN bracis-33625 181 19 ’s ’s PART bracis-33625 181 20 performance performance NOUN bracis-33625 181 21 , , PUNCT bracis-33625 181 22 but but CCONJ bracis-33625 181 23 this this PRON bracis-33625 181 24 does do AUX bracis-33625 181 25 not not PART bracis-33625 181 26 mean mean VERB bracis-33625 181 27 that that SCONJ bracis-33625 181 28 the the DET bracis-33625 181 29 techniques technique NOUN bracis-33625 181 30 are be AUX bracis-33625 181 31 incapable incapable ADJ bracis-33625 181 32 of of ADP bracis-33625 181 33 identifying identify VERB bracis-33625 181 34 the the DET bracis-33625 181 35 most most ADV bracis-33625 181 36 important important ADJ bracis-33625 181 37 features feature NOUN bracis-33625 181 38 . . PUNCT bracis-33625 182 1 instead instead ADV bracis-33625 182 2 , , PUNCT bracis-33625 182 3 it it PRON bracis-33625 182 4 suggests suggest VERB bracis-33625 182 5 that that SCONJ bracis-33625 182 6 the the DET bracis-33625 182 7 model model NOUN bracis-33625 182 8 may may AUX bracis-33625 182 9 learn learn VERB bracis-33625 182 10 the the DET bracis-33625 182 11 same same ADJ bracis-33625 182 12 patterns pattern NOUN bracis-33625 182 13 from from ADP bracis-33625 182 14 other other ADJ bracis-33625 182 15 features feature NOUN bracis-33625 182 16 . . PUNCT bracis-33625 183 1 as as ADP bracis-33625 183 2 future future ADJ bracis-33625 183 3 work work NOUN bracis-33625 183 4 , , PUNCT bracis-33625 183 5 we we PRON bracis-33625 183 6 intend intend VERB bracis-33625 183 7 to to PART bracis-33625 183 8 investigate investigate VERB bracis-33625 183 9 the the DET bracis-33625 183 10 similarities similarity NOUN bracis-33625 183 11 and and CCONJ bracis-33625 183 12 differences difference NOUN bracis-33625 183 13 between between ADP bracis-33625 183 14 the the DET bracis-33625 183 15 explanations explanation NOUN bracis-33625 183 16 generated generate VERB bracis-33625 183 17 by by ADP bracis-33625 183 18 the the DET bracis-33625 183 19 xai xai PROPN bracis-33625 183 20 techniques technique NOUN bracis-33625 183 21 in in ADP bracis-33625 183 22 other other ADJ bracis-33625 183 23 domains domain NOUN bracis-33625 183 24 , , PUNCT bracis-33625 183 25 such such ADJ bracis-33625 183 26 as as ADP bracis-33625 183 27 time time NOUN bracis-33625 183 28 and and CCONJ bracis-33625 183 29 frequency frequency NOUN bracis-33625 183 30 domains domain NOUN bracis-33625 183 31 , , PUNCT bracis-33625 183 32 and and CCONJ bracis-33625 183 33 to to PART bracis-33625 183 34 understand understand VERB bracis-33625 183 35 how how SCONJ bracis-33625 183 36 the the DET bracis-33625 183 37 techniques technique NOUN bracis-33625 183 38 behave behave VERB bracis-33625 183 39 with with ADP bracis-33625 183 40 more more ADV bracis-33625 183 41 interpretable interpretable ADJ bracis-33625 183 42 forms form NOUN bracis-33625 183 43 of of ADP bracis-33625 183 44 data datum NOUN bracis-33625 183 45 . . PUNCT bracis-33625 184 1 code code NOUN bracis-33625 184 2 availability availability NOUN bracis-33625 184 3 all all DET bracis-33625 184 4 codes code NOUN bracis-33625 184 5 are be AUX bracis-33625 184 6 open open ADJ bracis-33625 184 7 - - PUNCT bracis-33625 184 8 source source NOUN bracis-33625 184 9 , , PUNCT bracis-33625 184 10 licensed license VERB bracis-33625 184 11 under under ADP bracis-33625 184 12 mit mit NOUN bracis-33625 184 13 license license NOUN bracis-33625 184 14 , , PUNCT bracis-33625 184 15 and and CCONJ bracis-33625 184 16 available available ADJ bracis-33625 184 17 at at ADP bracis-33625 184 18 https://github.com/h-iaac/kr-papers-artifacts https://github.com/h-iaac/kr-papers-artifact NOUN bracis-33625 184 19 notes note NOUN bracis-33625 184 20 1.the 1.the DET bracis-33625 184 21 hub hub NOUN bracis-33625 184 22 for for ADP bracis-33625 184 23 artificial artificial ADJ bracis-33625 184 24 intelligence intelligence NOUN bracis-33625 184 25 and and CCONJ bracis-33625 184 26 cognitive cognitive ADJ bracis-33625 184 27 architectures architecture NOUN bracis-33625 184 28 ( ( PUNCT bracis-33625 184 29 h.iaac h.iaac NOUN bracis-33625 184 30 ) ) PUNCT bracis-33625 184 31 aims aim VERB bracis-33625 184 32 to to PART bracis-33625 184 33 develop develop VERB bracis-33625 184 34 and and CCONJ bracis-33625 184 35 disseminate disseminate VERB bracis-33625 184 36 knowledge knowledge NOUN bracis-33625 184 37 about about ADP bracis-33625 184 38 technologies technology NOUN bracis-33625 184 39 capable capable ADJ bracis-33625 184 40 of of ADP bracis-33625 184 41 integrating integrate VERB bracis-33625 184 42 different different ADJ bracis-33625 184 43 intelligence intelligence NOUN bracis-33625 184 44 resources resource NOUN bracis-33625 184 45 into into ADP bracis-33625 184 46 mobile mobile ADJ bracis-33625 184 47 devices device NOUN bracis-33625 184 48 , , PUNCT bracis-33625 184 49 making make VERB bracis-33625 184 50 them they PRON bracis-33625 184 51 skilled skilled ADJ bracis-33625 184 52 in in ADP bracis-33625 184 53 decision decision NOUN bracis-33625 184 54 - - PUNCT bracis-33625 184 55 making making NOUN bracis-33625 184 56 . . PUNCT bracis-33625 185 1 to to PART bracis-33625 185 2 read read VERB bracis-33625 185 3 more more ADJ bracis-33625 185 4 about about ADP bracis-33625 185 5 the the DET bracis-33625 185 6 h.iaac h.iaac NOUN bracis-33625 185 7 project project NOUN bracis-33625 185 8 , , PUNCT bracis-33625 185 9 visit visit VERB bracis-33625 185 10 the the DET bracis-33625 185 11 website website NOUN bracis-33625 185 12 : : PUNCT bracis-33625 185 13 https://hiaac.unicamp.br/en/about-the-hub/. https://hiaac.unicamp.br/en/about-the-hub/. PROPN bracis-33625 185 14 2.link 2.link NUM bracis-33625 185 15 to to ADP bracis-33625 185 16 the the DET bracis-33625 185 17 page page NOUN bracis-33625 185 18 : : PUNCT bracis-33625 185 19 https://hiaac.unicamp.br/en/. https://hiaac.unicamp.br/en/. PROPN bracis-33625 185 20 3.since 3.since NUM bracis-33625 185 21 the the DET bracis-33625 185 22 dataset dataset NOUN bracis-33625 185 23 is be AUX bracis-33625 185 24 balanced balance VERB bracis-33625 185 25 , , PUNCT bracis-33625 185 26 the the DET bracis-33625 185 27 random random ADJ bracis-33625 185 28 classifier classifier NOUN bracis-33625 185 29 performance performance NOUN bracis-33625 185 30 is be AUX bracis-33625 185 31 estimated estimate VERB bracis-33625 185 32 by by ADP bracis-33625 185 33 dividing divide VERB bracis-33625 185 34 100 100 NUM bracis-33625 185 35 % % NOUN bracis-33625 185 36 by by ADP bracis-33625 185 37 the the DET bracis-33625 185 38 number number NOUN bracis-33625 185 39 of of ADP bracis-33625 185 40 classes class NOUN bracis-33625 185 41 . . PUNCT bracis-33625 186 1 references reference NOUN bracis-33625 186 2 anguita anguita PROPN bracis-33625 186 3 , , PUNCT bracis-33625 186 4 d. d. PROPN bracis-33625 186 5 , , PUNCT bracis-33625 186 6 et et PROPN bracis-33625 186 7     SPACE bracis-33625 186 8 al al PROPN bracis-33625 186 9 . . PROPN bracis-33625 186 10 : : PUNCT bracis-33625 187 1 a a DET bracis-33625 187 2 public public ADJ bracis-33625 187 3 domain domain NOUN bracis-33625 187 4 dataset dataset VERB bracis-33625 187 5 for for ADP bracis-33625 187 6 human human ADJ bracis-33625 187 7 activity activity NOUN bracis-33625 187 8 recognition recognition NOUN bracis-33625 187 9 using use VERB bracis-33625 187 10 smartphones smartphone NOUN bracis-33625 187 11 . . PUNCT bracis-33625 188 1 in in ADP bracis-33625 188 2 : : PUNCT bracis-33625 188 3 esann esann PROPN bracis-33625 188 4 , , PUNCT bracis-33625 188 5 vol vol NOUN bracis-33625 188 6 . . PUNCT bracis-33625 188 7     SPACE bracis-33625 188 8 3 3 NUM bracis-33625 188 9 ( ( PUNCT bracis-33625 188 10 2013 2013 NUM bracis-33625 188 11 ) ) PUNCT bracis-33625 188 12 google google PROPN bracis-33625 188 13 scholar scholar NOUN bracis-33625 188 14     SPACE bracis-33625 188 15 belaid belaid PROPN bracis-33625 188 16 , , PUNCT bracis-33625 188 17 m.k m.k PROPN bracis-33625 188 18 . . PROPN bracis-33625 188 19 , , PUNCT bracis-33625 188 20 bornemann bornemann PROPN bracis-33625 188 21 , , PUNCT bracis-33625 188 22 r. r. PROPN bracis-33625 188 23 , , PUNCT bracis-33625 188 24 rabus rabus NOUN bracis-33625 188 25 , , PUNCT bracis-33625 188 26 m. m. NOUN bracis-33625 188 27 , , PUNCT bracis-33625 188 28 krestel krestel PROPN bracis-33625 188 29 , , PUNCT bracis-33625 188 30 r. r. PROPN bracis-33625 188 31 , , PUNCT bracis-33625 188 32 hüllermeier hüllermeier PROPN bracis-33625 188 33 , , PUNCT bracis-33625 188 34 e. e. PROPN bracis-33625 188 35 : : PUNCT bracis-33625 188 36 compare compare PROPN bracis-33625 188 37 - - PUNCT bracis-33625 188 38 xai xai PROPN bracis-33625 188 39 : : PUNCT bracis-33625 188 40 toward toward ADP bracis-33625 188 41 unifying unify VERB bracis-33625 188 42 functional functional ADJ bracis-33625 188 43 testing testing NOUN bracis-33625 188 44 methods method NOUN bracis-33625 188 45 for for ADP bracis-33625 188 46 post post ADJ bracis-33625 188 47 - - ADJ bracis-33625 188 48 hoc hoc ADJ bracis-33625 188 49 xai xai PROPN bracis-33625 188 50 algorithms algorithm NOUN bracis-33625 188 51 into into ADP bracis-33625 188 52 a a DET bracis-33625 188 53 multi multi ADJ bracis-33625 188 54 - - ADJ bracis-33625 188 55 dimensional dimensional ADJ bracis-33625 188 56 benchmark benchmark NOUN bracis-33625 188 57 . . PUNCT bracis-33625 189 1 in in ADP bracis-33625 189 2 : : PUNCT bracis-33625 189 3 world world NOUN bracis-33625 189 4 conference conference NOUN bracis-33625 189 5 on on ADP bracis-33625 189 6 xai xai PROPN bracis-33625 189 7 , , PUNCT bracis-33625 189 8 pp pp X bracis-33625 189 9 . . PUNCT bracis-33625 190 1 88–109 88–109 NUM bracis-33625 190 2 . . NOUN bracis-33625 190 3 springer springer NOUN bracis-33625 190 4 ( ( PUNCT bracis-33625 190 5 2023 2023 NUM bracis-33625 190 6 ) ) PUNCT bracis-33625 190 7 google google NOUN bracis-33625 190 8 scholar scholar NOUN bracis-33625 190 9     SPACE bracis-33625 190 10 bragança bragança NOUN bracis-33625 190 11 , , PUNCT bracis-33625 190 12 h. h. PROPN bracis-33625 190 13 , , PUNCT bracis-33625 190 14 colonna colonna PROPN bracis-33625 190 15 , , PUNCT bracis-33625 190 16 j.g j.g PROPN bracis-33625 190 17 . . PROPN bracis-33625 190 18 , , PUNCT bracis-33625 190 19 oliveira oliveira PROPN bracis-33625 190 20 , , PUNCT bracis-33625 190 21 h.a h.a PROPN bracis-33625 190 22 . . PROPN bracis-33625 190 23 , , PUNCT bracis-33625 190 24 souto souto PROPN bracis-33625 190 25 , , PUNCT bracis-33625 190 26 e. e. PROPN bracis-33625 190 27 : : PUNCT bracis-33625 190 28 how how SCONJ bracis-33625 190 29 validation validation NOUN bracis-33625 190 30 methodology methodology NOUN bracis-33625 190 31 influences influence VERB bracis-33625 190 32 human human ADJ bracis-33625 190 33 activity activity NOUN bracis-33625 190 34 recognition recognition NOUN bracis-33625 190 35 mobile mobile NOUN bracis-33625 190 36 systems system NOUN bracis-33625 190 37 . . PUNCT bracis-33625 191 1 sensors sensor NOUN bracis-33625 191 2 22(6 22(6 NUM bracis-33625 191 3 ) ) PUNCT bracis-33625 191 4 , , PUNCT bracis-33625 191 5 2360 2360 NUM bracis-33625 191 6 ( ( PUNCT bracis-33625 191 7 2022 2022 NUM bracis-33625 191 8 ) ) PUNCT bracis-33625 191 9 article article NOUN bracis-33625 191 10     SPACE bracis-33625 191 11 google google PROPN bracis-33625 191 12 scholar scholar NOUN bracis-33625 191 13     SPACE bracis-33625 191 14 duell duell NOUN bracis-33625 191 15 , , PUNCT bracis-33625 191 16 j. j. PROPN bracis-33625 191 17 , , PUNCT bracis-33625 191 18 fan fan PROPN bracis-33625 191 19 , , PUNCT bracis-33625 191 20 x. x. PROPN bracis-33625 191 21 , , PUNCT bracis-33625 191 22 burnett burnett PROPN bracis-33625 191 23 , , PUNCT bracis-33625 191 24 b. b. PROPN bracis-33625 191 25 , , PUNCT bracis-33625 191 26 aarts aart NOUN bracis-33625 191 27 , , PUNCT bracis-33625 191 28 g. g. PROPN bracis-33625 191 29 , , PUNCT bracis-33625 191 30 zhou zhou PROPN bracis-33625 191 31 , , PUNCT bracis-33625 191 32 s.m s.m PROPN bracis-33625 191 33 . . PROPN bracis-33625 191 34 : : PUNCT bracis-33625 192 1 a a DET bracis-33625 192 2 comparison comparison NOUN bracis-33625 192 3 of of ADP bracis-33625 192 4 explanations explanation NOUN bracis-33625 192 5 given give VERB bracis-33625 192 6 by by ADP bracis-33625 192 7 explainable explainable ADJ bracis-33625 192 8 artificial artificial ADJ bracis-33625 192 9 intelligence intelligence NOUN bracis-33625 192 10 methods method NOUN bracis-33625 192 11 on on ADP bracis-33625 192 12 analysing analyse VERB bracis-33625 192 13 electronic electronic ADJ bracis-33625 192 14 health health NOUN bracis-33625 192 15 records record NOUN bracis-33625 192 16 . . PUNCT bracis-33625 193 1 in in ADP bracis-33625 193 2 : : PUNCT bracis-33625 193 3 2021 2021 NUM bracis-33625 193 4 ieee ieee PROPN bracis-33625 193 5 embs embs PROPN bracis-33625 193 6 international international ADJ bracis-33625 193 7 conference conference NOUN bracis-33625 193 8 on on ADP bracis-33625 193 9 bhi bhi PROPN bracis-33625 193 10 , , PUNCT bracis-33625 193 11 pp pp PROPN bracis-33625 193 12 . . PUNCT bracis-33625 193 13     SPACE bracis-33625 194 1 1–4 1–4 PROPN bracis-33625 194 2 . . PROPN bracis-33625 194 3 ieee ieee PROPN bracis-33625 194 4 ( ( PUNCT bracis-33625 194 5 2021 2021 NUM bracis-33625 194 6 ) ) PUNCT bracis-33625 194 7 google google PROPN bracis-33625 194 8 scholar scholar NOUN bracis-33625 194 9     SPACE bracis-33625 194 10 ferreira ferreira PROPN bracis-33625 194 11 , , PUNCT bracis-33625 194 12 a. a. PROPN bracis-33625 194 13 , , PUNCT bracis-33625 194 14 santos santos PROPN bracis-33625 194 15 , , PUNCT bracis-33625 194 16 g. g. PROPN bracis-33625 194 17 , , PUNCT bracis-33625 194 18 rocha rocha PROPN bracis-33625 194 19 , , PUNCT bracis-33625 194 20 a. a. NOUN bracis-33625 194 21 , , PUNCT bracis-33625 194 22 goldenstein goldenstein NOUN bracis-33625 194 23 , , PUNCT bracis-33625 194 24 s. s. PROPN bracis-33625 194 25 : : PUNCT bracis-33625 194 26 user user NOUN bracis-33625 194 27 - - PUNCT bracis-33625 194 28 centric centric ADJ bracis-33625 194 29 coordinates coordinate NOUN bracis-33625 194 30 for for ADP bracis-33625 194 31 applications application NOUN bracis-33625 194 32 leveraging leverage VERB bracis-33625 194 33 3 3 NUM bracis-33625 194 34 - - PUNCT bracis-33625 194 35 axis axis NOUN bracis-33625 194 36 accelerometer accelerometer NOUN bracis-33625 194 37 data datum NOUN bracis-33625 194 38 . . PUNCT bracis-33625 195 1 ieee ieee PROPN bracis-33625 195 2 sens sens PROPN bracis-33625 195 3 . . PROPN bracis-33625 195 4 j. j. PROPN bracis-33625 195 5 17(16 17(16 PROPN bracis-33625 195 6 ) ) PUNCT bracis-33625 195 7 , , PUNCT bracis-33625 195 8 5231–5243 5231–5243 NUM bracis-33625 195 9 ( ( PUNCT bracis-33625 195 10 2017 2017 NUM bracis-33625 195 11 ) ) PUNCT bracis-33625 195 12 article article NOUN bracis-33625 195 13     SPACE bracis-33625 195 14 math math NOUN bracis-33625 195 15     SPACE bracis-33625 195 16 google google PROPN bracis-33625 195 17 scholar scholar NOUN bracis-33625 195 18     SPACE bracis-33625 195 19 giurgiu giurgiu PROPN bracis-33625 195 20 , , PUNCT bracis-33625 195 21 i. i. PROPN bracis-33625 195 22 , , PUNCT bracis-33625 195 23 schumann schumann PROPN bracis-33625 195 24 , , PUNCT bracis-33625 195 25 a. a. NOUN bracis-33625 195 26 : : PUNCT bracis-33625 195 27 explainable explainable ADJ bracis-33625 195 28 failure failure NOUN bracis-33625 195 29 predictions prediction NOUN bracis-33625 195 30 with with ADP bracis-33625 195 31 rnn rnn NOUN bracis-33625 195 32 classifiers classifier NOUN bracis-33625 195 33 based base VERB bracis-33625 195 34 on on ADP bracis-33625 195 35 time time NOUN bracis-33625 195 36 series series PROPN bracis-33625 195 37 data data PROPN bracis-33625 195 38 . . PUNCT bracis-33625 196 1 arxiv arxiv PROPN bracis-33625 196 2 preprint preprint VERB bracis-33625 196 3 arxiv:1901.08554 arxiv:1901.08554 NUM bracis-33625 196 4 ( ( PUNCT bracis-33625 196 5 2019 2019 NUM bracis-33625 196 6 ) ) PUNCT bracis-33625 196 7 gwinner gwinner NOUN bracis-33625 196 8 , , PUNCT bracis-33625 196 9 f. f. PROPN bracis-33625 196 10 , , PUNCT bracis-33625 196 11 tomitza tomitza PROPN bracis-33625 196 12 , , PUNCT bracis-33625 196 13 c. c. PROPN bracis-33625 196 14 , , PUNCT bracis-33625 196 15 winkelmann winkelmann PROPN bracis-33625 196 16 , , PUNCT bracis-33625 196 17 a. a. NOUN bracis-33625 196 18 : : PUNCT bracis-33625 196 19 comparing compare VERB bracis-33625 196 20 expert expert NOUN bracis-33625 196 21 systems system NOUN bracis-33625 196 22 and and CCONJ bracis-33625 196 23 their their PRON bracis-33625 196 24 explainability explainability NOUN bracis-33625 196 25 through through ADP bracis-33625 196 26 similarity similarity NOUN bracis-33625 196 27 . . PUNCT bracis-33625 197 1 in in ADP bracis-33625 197 2 : : PUNCT bracis-33625 197 3 decision decision NOUN bracis-33625 197 4 support support NOUN bracis-33625 197 5 systems system NOUN bracis-33625 197 6 , , PUNCT bracis-33625 197 7 p. p. NOUN bracis-33625 197 8 114248 114248 NUM bracis-33625 197 9 ( ( PUNCT bracis-33625 197 10 2024 2024 NUM bracis-33625 197 11 ) ) PUNCT bracis-33625 197 12 google google NOUN bracis-33625 197 13 scholar scholar NOUN bracis-33625 197 14     SPACE bracis-33625 197 15 hassan hassan PROPN bracis-33625 197 16 , , PUNCT bracis-33625 197 17 m.m m.m PROPN bracis-33625 197 18 . . PROPN bracis-33625 197 19 , , PUNCT bracis-33625 197 20 uddin uddin PROPN bracis-33625 197 21 , , PUNCT bracis-33625 197 22 m.z m.z PROPN bracis-33625 197 23 . . PROPN bracis-33625 197 24 , , PUNCT bracis-33625 197 25 mohamed mohamed PROPN bracis-33625 197 26 , , PUNCT bracis-33625 197 27 a. a. PROPN bracis-33625 197 28 , , PUNCT bracis-33625 197 29 almogren almogren PROPN bracis-33625 197 30 , , PUNCT bracis-33625 197 31 a. a. NOUN bracis-33625 197 32 : : PUNCT bracis-33625 197 33 a a DET bracis-33625 197 34 robust robust ADJ bracis-33625 197 35 human human ADJ bracis-33625 197 36 activity activity NOUN bracis-33625 197 37 recognition recognition NOUN bracis-33625 197 38 system system NOUN bracis-33625 197 39 using use VERB bracis-33625 197 40 smartphone smartphone ADJ bracis-33625 197 41 sensors sensor NOUN bracis-33625 197 42 and and CCONJ bracis-33625 197 43 deep deep ADJ bracis-33625 197 44 learning learning NOUN bracis-33625 197 45 . . PUNCT bracis-33625 198 1 futur futur PROPN bracis-33625 198 2 . . PUNCT bracis-33625 198 3 gener gener PROPN bracis-33625 198 4 . . PUNCT bracis-33625 199 1 comput comput PROPN bracis-33625 199 2 . . PUNCT bracis-33625 200 1 syst syst PROPN bracis-33625 200 2 . . PROPN bracis-33625 201 1 81 81 NUM bracis-33625 201 2 , , PUNCT bracis-33625 201 3 307–313 307–313 NUM bracis-33625 201 4 ( ( PUNCT bracis-33625 201 5 2018 2018 NUM bracis-33625 201 6 ) ) PUNCT bracis-33625 201 7 article article NOUN bracis-33625 201 8     SPACE bracis-33625 201 9 google google PROPN bracis-33625 201 10 scholar scholar NOUN bracis-33625 201 11     SPACE bracis-33625 201 12 jeyashree jeyashree NOUN bracis-33625 201 13 , , PUNCT bracis-33625 201 14 g. g. PROPN bracis-33625 201 15 , , PUNCT bracis-33625 201 16 padmavathi padmavathi PROPN bracis-33625 201 17 , , PUNCT bracis-33625 201 18 s. s. PROPN bracis-33625 201 19 : : PUNCT bracis-33625 202 1 ihar ihar PROPN bracis-33625 202 2 - - PUNCT bracis-33625 202 3 a a DET bracis-33625 202 4 fog fog NOUN bracis-33625 202 5 - - PUNCT bracis-33625 202 6 driven drive VERB bracis-33625 202 7 interpretable interpretable ADJ bracis-33625 202 8 human human ADJ bracis-33625 202 9 activity activity NOUN bracis-33625 202 10 recognition recognition NOUN bracis-33625 202 11 system system NOUN bracis-33625 202 12 . . PUNCT bracis-33625 203 1 trans trans PROPN bracis-33625 203 2 . . PUNCT bracis-33625 204 1 emerg emerg PROPN bracis-33625 204 2 . . PUNCT bracis-33625 205 1 telecommun telecommun PROPN bracis-33625 205 2 . . PUNCT bracis-33625 206 1 technol technol PROPN bracis-33625 206 2 . . PUNCT bracis-33625 207 1 33(9 33(9 NUM bracis-33625 207 2 ) ) PUNCT bracis-33625 207 3 ( ( PUNCT bracis-33625 207 4 2022 2022 NUM bracis-33625 207 5 ) ) PUNCT bracis-33625 207 6 google google PROPN bracis-33625 207 7 scholar scholar NOUN bracis-33625 207 8     SPACE bracis-33625 207 9 kaushik kaushik PROPN bracis-33625 207 10 , , PUNCT bracis-33625 207 11 a. a. NOUN bracis-33625 207 12 , , PUNCT bracis-33625 207 13 gurucharan gurucharan NOUN bracis-33625 207 14 , , PUNCT bracis-33625 207 15 k. k. PROPN bracis-33625 207 16 , , PUNCT bracis-33625 207 17 padmavathi padmavathi PROPN bracis-33625 207 18 , , PUNCT bracis-33625 207 19 s. s. PROPN bracis-33625 207 20 : : PUNCT bracis-33625 207 21 enhancing enhance VERB bracis-33625 207 22 human human ADJ bracis-33625 207 23 activity activity NOUN bracis-33625 207 24 recognition recognition NOUN bracis-33625 207 25 : : PUNCT bracis-33625 207 26 an an DET bracis-33625 207 27 exploration exploration NOUN bracis-33625 207 28 of of ADP bracis-33625 207 29 machine machine NOUN bracis-33625 207 30 learning learning NOUN bracis-33625 207 31 models model NOUN bracis-33625 207 32 and and CCONJ bracis-33625 207 33 explainable explainable ADJ bracis-33625 207 34 ai ai ADJ bracis-33625 207 35 approaches approach NOUN bracis-33625 207 36 for for ADP bracis-33625 207 37 feature feature NOUN bracis-33625 207 38 contribution contribution NOUN bracis-33625 207 39 analysis analysis NOUN bracis-33625 207 40 . . PUNCT bracis-33625 208 1 in in ADP bracis-33625 208 2 : : PUNCT bracis-33625 208 3 2023 2023 NUM bracis-33625 208 4 icemce icemce NOUN bracis-33625 208 5 , , PUNCT bracis-33625 208 6 pp pp ADV bracis-33625 208 7 . . PUNCT bracis-33625 208 8     SPACE bracis-33625 209 1 1–6 1–6 NUM bracis-33625 209 2 . . PUNCT bracis-33625 210 1 ieee ieee NOUN bracis-33625 210 2 ( ( PUNCT bracis-33625 210 3 2023 2023 NUM bracis-33625 210 4 ) ) PUNCT bracis-33625 210 5 google google NOUN bracis-33625 210 6 scholar scholar NOUN bracis-33625 210 7     SPACE bracis-33625 210 8 krishna krishna PROPN bracis-33625 210 9 , , PUNCT bracis-33625 210 10 s. s. PROPN bracis-33625 210 11 , , PUNCT bracis-33625 210 12 et et PROPN bracis-33625 210 13 al al PROPN bracis-33625 210 14 . . PUNCT bracis-33625 210 15 : : PUNCT bracis-33625 211 1 the the DET bracis-33625 211 2 disagreement disagreement ADJ bracis-33625 211 3 problem problem NOUN bracis-33625 211 4 in in ADP bracis-33625 211 5 explainable explainable ADJ bracis-33625 211 6 machine machine NOUN bracis-33625 211 7 learning learning NOUN bracis-33625 211 8 : : PUNCT bracis-33625 211 9 a a DET bracis-33625 211 10 practitioner practitioner NOUN bracis-33625 211 11 ’s ’s PART bracis-33625 211 12 perspective perspective NOUN bracis-33625 211 13 . . PUNCT bracis-33625 212 1 arxiv arxiv PROPN bracis-33625 212 2 preprint preprint VERB bracis-33625 212 3 arxiv:2202.01602 arxiv:2202.01602 NOUN bracis-33625 212 4 ( ( PUNCT bracis-33625 212 5 2022 2022 NUM bracis-33625 212 6 ) ) PUNCT bracis-33625 212 7 van van PROPN bracis-33625 212 8     SPACE bracis-33625 212 9 der der PROPN bracis-33625 212 10 linden linden PROPN bracis-33625 212 11 , , PUNCT bracis-33625 212 12 i. i. PROPN bracis-33625 212 13 , , PUNCT bracis-33625 212 14 haned hane VERB bracis-33625 212 15 , , PUNCT bracis-33625 212 16 h. h. PROPN bracis-33625 212 17 , , PUNCT bracis-33625 212 18 kanoulas kanoulas PROPN bracis-33625 212 19 , , PUNCT bracis-33625 212 20 e. e. PROPN bracis-33625 212 21 : : PUNCT bracis-33625 213 1 global global ADJ bracis-33625 213 2 aggregations aggregation NOUN bracis-33625 213 3 of of ADP bracis-33625 213 4 local local ADJ bracis-33625 213 5 explanations explanation NOUN bracis-33625 213 6 for for ADP bracis-33625 213 7 black black ADJ bracis-33625 213 8 box box NOUN bracis-33625 213 9 models model NOUN bracis-33625 213 10 . . PUNCT bracis-33625 214 1 arxiv arxiv PROPN bracis-33625 214 2 preprint preprint VERB bracis-33625 214 3 arxiv:1907.03039 arxiv:1907.03039 NOUN bracis-33625 214 4 ( ( PUNCT bracis-33625 214 5 2019 2019 NUM bracis-33625 214 6 ) ) PUNCT bracis-33625 214 7 lundberg lundberg PROPN bracis-33625 214 8 , , PUNCT bracis-33625 214 9 s.m s.m PROPN bracis-33625 214 10 . . PROPN bracis-33625 214 11 , , PUNCT bracis-33625 214 12 lee lee PROPN bracis-33625 214 13 , , PUNCT bracis-33625 214 14 s.i s.i PROPN bracis-33625 214 15 . . PROPN bracis-33625 214 16 : : PUNCT bracis-33625 215 1 a a DET bracis-33625 215 2 unified unified ADJ bracis-33625 215 3 approach approach NOUN bracis-33625 215 4 to to ADP bracis-33625 215 5 interpreting interpret VERB bracis-33625 215 6 model model NOUN bracis-33625 215 7 predictions prediction NOUN bracis-33625 215 8 . . PUNCT bracis-33625 216 1 adv adv PROPN bracis-33625 216 2 . . PUNCT bracis-33625 216 3 neural neural PROPN bracis-33625 216 4 inf inf PROPN bracis-33625 216 5 . . PUNCT bracis-33625 216 6 process process NOUN bracis-33625 216 7 . . PUNCT bracis-33625 217 1 syst syst PROPN bracis-33625 217 2 . . PUNCT bracis-33625 218 1 30 30 NUM bracis-33625 218 2 ( ( PUNCT bracis-33625 218 3 2017 2017 NUM bracis-33625 218 4 ) ) PUNCT bracis-33625 218 5 google google NOUN bracis-33625 218 6 scholar scholar NOUN bracis-33625 218 7     SPACE bracis-33625 218 8 malekzadeh malekzadeh NOUN bracis-33625 218 9 , , PUNCT bracis-33625 218 10 m. m. NOUN bracis-33625 218 11 , , PUNCT bracis-33625 218 12 clegg clegg PROPN bracis-33625 218 13 , , PUNCT bracis-33625 218 14 r.g r.g PROPN bracis-33625 218 15 . . PROPN bracis-33625 218 16 , , PUNCT bracis-33625 218 17 cavallaro cavallaro PROPN bracis-33625 218 18 , , PUNCT bracis-33625 218 19 a. a. NOUN bracis-33625 218 20 , , PUNCT bracis-33625 218 21 haddadi haddadi PROPN bracis-33625 218 22 , , PUNCT bracis-33625 218 23 h. h. NOUN bracis-33625 218 24 : : PUNCT bracis-33625 218 25 mobile mobile ADJ bracis-33625 218 26 sensor sensor NOUN bracis-33625 218 27 data datum NOUN bracis-33625 218 28 anonymization anonymization NOUN bracis-33625 218 29 . . PUNCT bracis-33625 219 1 in in ADP bracis-33625 219 2 : : PUNCT bracis-33625 219 3 proceedings proceeding NOUN bracis-33625 219 4 of of ADP bracis-33625 219 5 the the DET bracis-33625 219 6 international international ADJ bracis-33625 219 7 conference conference NOUN bracis-33625 219 8 on on ADP bracis-33625 219 9 iot iot PROPN bracis-33625 219 10 design design NOUN bracis-33625 219 11 and and CCONJ bracis-33625 219 12 implementation implementation NOUN bracis-33625 219 13 , , PUNCT bracis-33625 219 14 pp pp ADV bracis-33625 219 15 . . PUNCT bracis-33625 220 1 49–58 49–58 NUM bracis-33625 220 2 ( ( PUNCT bracis-33625 220 3 2019 2019 NUM bracis-33625 220 4 ) ) PUNCT bracis-33625 220 5 google google PROPN bracis-33625 220 6 scholar scholar NOUN bracis-33625 220 7     SPACE bracis-33625 220 8 nahid nahid PROPN bracis-33625 220 9 , , PUNCT bracis-33625 220 10 a.a a.a PROPN bracis-33625 220 11 . . PROPN bracis-33625 220 12 , , PUNCT bracis-33625 220 13 sikder sikder NOUN bracis-33625 220 14 , , PUNCT bracis-33625 220 15 n. n. NOUN bracis-33625 220 16 , , PUNCT bracis-33625 220 17 rafi rafi PROPN bracis-33625 220 18 , , PUNCT bracis-33625 220 19 i. i. PROPN bracis-33625 220 20 : : PUNCT bracis-33625 220 21 ku ku PROPN bracis-33625 220 22 - - PUNCT bracis-33625 220 23 har har PROPN bracis-33625 220 24 : : PUNCT bracis-33625 220 25 an an DET bracis-33625 220 26 open open ADJ bracis-33625 220 27 dataset dataset NOUN bracis-33625 220 28 for for ADP bracis-33625 220 29 human human ADJ bracis-33625 220 30 activity activity NOUN bracis-33625 220 31 recognition recognition NOUN bracis-33625 220 32 . . PUNCT bracis-33625 221 1 mendeley mendeley PROPN bracis-33625 221 2 data datum NOUN bracis-33625 221 3 ( ( PUNCT bracis-33625 221 4 2021 2021 NUM bracis-33625 221 5 ) ) PUNCT bracis-33625 221 6 google google NOUN bracis-33625 221 7 scholar scholar NOUN bracis-33625 221 8     SPACE bracis-33625 221 9 neely neely PROPN bracis-33625 221 10 , , PUNCT bracis-33625 221 11 m. m. NOUN bracis-33625 221 12 , , PUNCT bracis-33625 221 13 schouten schouten PROPN bracis-33625 221 14 , , PUNCT bracis-33625 221 15 s. s. PROPN bracis-33625 221 16 , , PUNCT bracis-33625 221 17 bleeker bleeker NOUN bracis-33625 221 18 , , PUNCT bracis-33625 221 19 m. m. NOUN bracis-33625 221 20 , , PUNCT bracis-33625 221 21 lucic lucic PROPN bracis-33625 221 22 , , PUNCT bracis-33625 221 23 a. a. NOUN bracis-33625 221 24 : : PUNCT bracis-33625 221 25 order order NOUN bracis-33625 221 26 in in ADP bracis-33625 221 27 the the DET bracis-33625 221 28 court court NOUN bracis-33625 221 29 : : PUNCT bracis-33625 221 30 explainable explainable ADJ bracis-33625 221 31 ai ai VERB bracis-33625 221 32 methods method NOUN bracis-33625 221 33 prone prone ADJ bracis-33625 221 34 to to ADP bracis-33625 221 35 disagreement disagreement NOUN bracis-33625 221 36 . . PUNCT bracis-33625 222 1 arxiv arxiv PROPN bracis-33625 222 2 preprint preprint VERB bracis-33625 222 3 arxiv:2105.03287 arxiv:2105.03287 NOUN bracis-33625 222 4 ( ( PUNCT bracis-33625 222 5 2021 2021 NUM bracis-33625 222 6 ) ) PUNCT bracis-33625 222 7 papadopoulos papadopoulos PROPN bracis-33625 222 8 , , PUNCT bracis-33625 222 9 a. a. PROPN bracis-33625 222 10 , , PUNCT bracis-33625 222 11 kyritsis kyritsis NOUN bracis-33625 222 12 , , PUNCT bracis-33625 222 13 k. k. PROPN bracis-33625 222 14 , , PUNCT bracis-33625 222 15 klingelhoefer klingelhoefer PROPN bracis-33625 222 16 , , PUNCT bracis-33625 222 17 l. l. PROPN bracis-33625 222 18 , , PUNCT bracis-33625 222 19 bostanjopoulou bostanjopoulou PROPN bracis-33625 222 20 , , PUNCT bracis-33625 222 21 s. s. PROPN bracis-33625 222 22 , , PUNCT bracis-33625 222 23 chaudhuri chaudhuri PROPN bracis-33625 222 24 , , PUNCT bracis-33625 222 25 k.r k.r PROPN bracis-33625 222 26 . . PROPN bracis-33625 222 27 , , PUNCT bracis-33625 222 28 delopoulos delopoulos PROPN bracis-33625 222 29 , , PUNCT bracis-33625 222 30 a. a. NOUN bracis-33625 222 31 : : PUNCT bracis-33625 222 32 detecting detect VERB bracis-33625 222 33 parkinsonian parkinsonian ADJ bracis-33625 222 34 tremor tremor NOUN bracis-33625 222 35 from from ADP bracis-33625 222 36 imu imu NOUN bracis-33625 222 37 data datum NOUN bracis-33625 222 38 collected collect VERB bracis-33625 222 39 in in ADP bracis-33625 222 40 - - PUNCT bracis-33625 222 41 the the DET bracis-33625 222 42 - - PUNCT bracis-33625 222 43 wild wild ADJ bracis-33625 222 44 using use VERB bracis-33625 222 45 deep deep ADJ bracis-33625 222 46 multiple multiple ADJ bracis-33625 222 47 - - PUNCT bracis-33625 222 48 instance instance NOUN bracis-33625 222 49 learning learning NOUN bracis-33625 222 50 . . PUNCT bracis-33625 223 1 ieee ieee PROPN bracis-33625 223 2 bhi bhi PROPN bracis-33625 223 3 24(9 24(9 PROPN bracis-33625 223 4 ) ) PUNCT bracis-33625 223 5 ( ( PUNCT bracis-33625 223 6 2019 2019 NUM bracis-33625 223 7 ) ) PUNCT bracis-33625 223 8 google google PROPN bracis-33625 223 9 scholar scholar NOUN bracis-33625 223 10     SPACE bracis-33625 223 11 reyes reyes PROPN bracis-33625 223 12 - - PUNCT bracis-33625 223 13 ortiz ortiz PROPN bracis-33625 223 14 , , PUNCT bracis-33625 223 15 j.l j.l PROPN bracis-33625 223 16 . . PROPN bracis-33625 223 17 , , PUNCT bracis-33625 223 18 oneto oneto PROPN bracis-33625 223 19 , , PUNCT bracis-33625 223 20 l. l. PROPN bracis-33625 223 21 , , PUNCT bracis-33625 223 22 samà samà NOUN bracis-33625 223 23 , , PUNCT bracis-33625 223 24 a. a. PROPN bracis-33625 223 25 , , PUNCT bracis-33625 223 26 parra parra PROPN bracis-33625 223 27 , , PUNCT bracis-33625 223 28 x. x. PROPN bracis-33625 223 29 , , PUNCT bracis-33625 223 30 anguita anguita PROPN bracis-33625 223 31 , , PUNCT bracis-33625 223 32 d. d. PROPN bracis-33625 223 33 : : PUNCT bracis-33625 223 34 transition transition NOUN bracis-33625 223 35 - - PUNCT bracis-33625 223 36 aware aware ADJ bracis-33625 223 37 human human ADJ bracis-33625 223 38 activity activity NOUN bracis-33625 223 39 recognition recognition NOUN bracis-33625 223 40 using use VERB bracis-33625 223 41 smartphones smartphone NOUN bracis-33625 223 42 . . PUNCT bracis-33625 224 1 neurocomputing neurocompute VERB bracis-33625 224 2 171 171 NUM bracis-33625 224 3 ( ( PUNCT bracis-33625 224 4 2016 2016 NUM bracis-33625 224 5 ) ) PUNCT bracis-33625 224 6 google google PROPN bracis-33625 224 7 scholar scholar NOUN bracis-33625 224 8     SPACE bracis-33625 224 9 ribeiro ribeiro PROPN bracis-33625 224 10 , , PUNCT bracis-33625 224 11 m.t m.t PROPN bracis-33625 224 12 . . PROPN bracis-33625 224 13 , , PUNCT bracis-33625 224 14 singh singh PROPN bracis-33625 224 15 , , PUNCT bracis-33625 224 16 s. s. PROPN bracis-33625 224 17 , , PUNCT bracis-33625 224 18 guestrin guestrin NOUN bracis-33625 224 19 , , PUNCT bracis-33625 224 20 c. c. PROPN bracis-33625 224 21 : : PUNCT bracis-33625 224 22 “ " PUNCT bracis-33625 224 23 why why SCONJ bracis-33625 224 24 should should AUX bracis-33625 224 25 i i PRON bracis-33625 224 26 trust trust VERB bracis-33625 224 27 you you PRON bracis-33625 224 28 ? ? PUNCT bracis-33625 224 29 ” " PUNCT bracis-33625 224 30 explaining explain VERB bracis-33625 224 31 the the DET bracis-33625 224 32 predictions prediction NOUN bracis-33625 224 33 of of ADP bracis-33625 224 34 any any DET bracis-33625 224 35 classifier classifier NOUN bracis-33625 224 36 . . PUNCT bracis-33625 225 1 in in ADP bracis-33625 225 2 : : PUNCT bracis-33625 225 3 proceedings proceeding NOUN bracis-33625 225 4 of of ADP bracis-33625 225 5 the the DET bracis-33625 225 6 22nd 22nd PROPN bracis-33625 225 7 acm acm PROPN bracis-33625 225 8 sigkdd sigkdd PROPN bracis-33625 225 9 international international ADJ bracis-33625 225 10 conference conference NOUN bracis-33625 225 11 on on ADP bracis-33625 225 12 knowledge knowledge NOUN bracis-33625 225 13 discovery discovery PROPN bracis-33625 225 14 and and CCONJ bracis-33625 225 15 data datum NOUN bracis-33625 225 16 mining mining NOUN bracis-33625 225 17 , , PUNCT bracis-33625 225 18 pp pp ADP bracis-33625 225 19 . . PUNCT bracis-33625 226 1 1135–1144 1135–1144 NUM bracis-33625 226 2 ( ( PUNCT bracis-33625 226 3 2016 2016 NUM bracis-33625 226 4 ) ) PUNCT bracis-33625 226 5 google google PROPN bracis-33625 226 6 scholar scholar NOUN bracis-33625 226 7     SPACE bracis-33625 226 8 santoyo santoyo NOUN bracis-33625 226 9 - - PUNCT bracis-33625 226 10 ramón ramón NOUN bracis-33625 226 11 , , PUNCT bracis-33625 226 12 j.a j.a PROPN bracis-33625 226 13 . . PROPN bracis-33625 226 14 , , PUNCT bracis-33625 226 15 casilari casilari PROPN bracis-33625 226 16 , , PUNCT bracis-33625 226 17 e. e. PROPN bracis-33625 226 18 , , PUNCT bracis-33625 226 19 cano cano PROPN bracis-33625 226 20 - - PUNCT bracis-33625 226 21 garcía garcía ADJ bracis-33625 226 22 , , PUNCT bracis-33625 226 23 j.m j.m PROPN bracis-33625 226 24 . . PROPN bracis-33625 226 25 : : PUNCT bracis-33625 227 1 a a DET bracis-33625 227 2 study study NOUN bracis-33625 227 3 of of ADP bracis-33625 227 4 one one NUM bracis-33625 227 5 - - PUNCT bracis-33625 227 6 class class NOUN bracis-33625 227 7 classification classification NOUN bracis-33625 227 8 algorithms algorithm NOUN bracis-33625 227 9 for for ADP bracis-33625 227 10 wearable wearable ADJ bracis-33625 227 11 fall fall NOUN bracis-33625 227 12 sensors sensor NOUN bracis-33625 227 13 . . PUNCT bracis-33625 228 1 biosensors biosensor NOUN bracis-33625 228 2 11(8 11(8 NUM bracis-33625 228 3 ) ) PUNCT bracis-33625 228 4 , , PUNCT bracis-33625 228 5 284 284 NUM bracis-33625 228 6 ( ( PUNCT bracis-33625 228 7 2021 2021 NUM bracis-33625 228 8 ) ) PUNCT bracis-33625 228 9 article article NOUN bracis-33625 228 10     SPACE bracis-33625 228 11 math math NOUN bracis-33625 228 12     SPACE bracis-33625 228 13 google google PROPN bracis-33625 228 14 scholar scholar NOUN bracis-33625 228 15     SPACE bracis-33625 228 16 schlegel schlegel PROPN bracis-33625 228 17 , , PUNCT bracis-33625 228 18 u. u. PROPN bracis-33625 228 19 , , PUNCT bracis-33625 228 20 arnout arnout PROPN bracis-33625 228 21 , , PUNCT bracis-33625 228 22 h. h. PROPN bracis-33625 228 23 , , PUNCT bracis-33625 228 24 el el PROPN bracis-33625 228 25 - - PUNCT bracis-33625 228 26 assady assady PROPN bracis-33625 228 27 , , PUNCT bracis-33625 228 28 m. m. NOUN bracis-33625 228 29 , , PUNCT bracis-33625 228 30 oelke oelke PROPN bracis-33625 228 31 , , PUNCT bracis-33625 228 32 d. d. PROPN bracis-33625 228 33 , , PUNCT bracis-33625 228 34 keim keim PROPN bracis-33625 228 35 , , PUNCT bracis-33625 228 36 d.a d.a PROPN bracis-33625 228 37 . . PROPN bracis-33625 228 38 : : PUNCT bracis-33625 228 39 towards towards ADP bracis-33625 228 40 a a DET bracis-33625 228 41 rigorous rigorous ADJ bracis-33625 228 42 evaluation evaluation NOUN bracis-33625 228 43 of of ADP bracis-33625 228 44 xai xai PROPN bracis-33625 228 45 methods method NOUN bracis-33625 228 46 on on ADP bracis-33625 228 47 time time NOUN bracis-33625 228 48 series series NOUN bracis-33625 228 49 . . PUNCT bracis-33625 229 1 in in ADP bracis-33625 229 2 : : PUNCT bracis-33625 229 3 2019 2019 NUM bracis-33625 229 4 ieee ieee NOUN bracis-33625 229 5 / / SYM bracis-33625 229 6 cvf cvf NOUN bracis-33625 229 7 ( ( PUNCT bracis-33625 229 8 iccvw iccvw PROPN bracis-33625 229 9 ) ) PUNCT bracis-33625 229 10 , , PUNCT bracis-33625 229 11 pp pp ADV bracis-33625 229 12 . . PUNCT bracis-33625 230 1 4197–4201 4197–4201 NOUN bracis-33625 230 2 . . PUNCT bracis-33625 231 1 ieee ieee NOUN bracis-33625 231 2 ( ( PUNCT bracis-33625 231 3 2019 2019 NUM bracis-33625 231 4 ) ) PUNCT bracis-33625 231 5 google google PROPN bracis-33625 231 6 scholar scholar NOUN bracis-33625 231 7     SPACE bracis-33625 231 8 soni soni NOUN bracis-33625 231 9 , , PUNCT bracis-33625 231 10 v. v. PROPN bracis-33625 231 11 , , PUNCT bracis-33625 231 12 yadav yadav PROPN bracis-33625 231 13 , , PUNCT bracis-33625 231 14 h. h. PROPN bracis-33625 231 15 , , PUNCT bracis-33625 231 16 semwal semwal NOUN bracis-33625 231 17 , , PUNCT bracis-33625 231 18 v.b v.b PROPN bracis-33625 231 19 . . PROPN bracis-33625 231 20 , , PUNCT bracis-33625 231 21 roy roy PROPN bracis-33625 231 22 , , PUNCT bracis-33625 231 23 b. b. PROPN bracis-33625 231 24 , , PUNCT bracis-33625 231 25 choubey choubey NOUN bracis-33625 231 26 , , PUNCT bracis-33625 231 27 d.k d.k PROPN bracis-33625 231 28 . . PROPN bracis-33625 231 29 , , PUNCT bracis-33625 231 30 mallick mallick PROPN bracis-33625 231 31 , , PUNCT bracis-33625 231 32 d.k d.k PROPN bracis-33625 231 33 . . PROPN bracis-33625 231 34 : : PUNCT bracis-33625 231 35 a a DET bracis-33625 231 36 novel novel ADJ bracis-33625 231 37 smartphone smartphone NOUN bracis-33625 231 38 - - PUNCT bracis-33625 231 39 based base VERB bracis-33625 231 40 human human ADJ bracis-33625 231 41 activity activity NOUN bracis-33625 231 42 recognition recognition NOUN bracis-33625 231 43 using use VERB bracis-33625 231 44 deep deep ADJ bracis-33625 231 45 learning learning NOUN bracis-33625 231 46 in in ADP bracis-33625 231 47 health health NOUN bracis-33625 231 48 care care NOUN bracis-33625 231 49 . . PUNCT bracis-33625 232 1 in in ADP bracis-33625 232 2 : : PUNCT bracis-33625 232 3 3rd 3rd ADJ bracis-33625 232 4 international international ADJ bracis-33625 232 5 conference conference NOUN bracis-33625 232 6 on on ADP bracis-33625 232 7 mind mind NOUN bracis-33625 232 8 2021 2021 NUM bracis-33625 232 9 , , PUNCT bracis-33625 232 10 pp pp ADV bracis-33625 232 11 . . PUNCT bracis-33625 233 1 493–503 493–503 NUM bracis-33625 233 2 . . PUNCT bracis-33625 234 1 springer springer NOUN bracis-33625 234 2 ( ( PUNCT bracis-33625 234 3 2023 2023 NUM bracis-33625 234 4 ) ) PUNCT bracis-33625 234 5 google google NOUN bracis-33625 234 6 scholar scholar NOUN bracis-33625 234 7     SPACE bracis-33625 234 8 sztyler sztyler NOUN bracis-33625 234 9 , , PUNCT bracis-33625 234 10 t. t. PROPN bracis-33625 234 11 , , PUNCT bracis-33625 234 12 stuckenschmidt stuckenschmidt PROPN bracis-33625 234 13 , , PUNCT bracis-33625 234 14 h. h. NOUN bracis-33625 234 15 : : PUNCT bracis-33625 234 16 on on ADP bracis-33625 234 17 - - PUNCT bracis-33625 234 18 body body NOUN bracis-33625 234 19 localization localization NOUN bracis-33625 234 20 of of ADP bracis-33625 234 21 wearable wearable ADJ bracis-33625 234 22 devices device NOUN bracis-33625 234 23 : : PUNCT bracis-33625 234 24 an an DET bracis-33625 234 25 investigation investigation NOUN bracis-33625 234 26 of of ADP bracis-33625 234 27 position position NOUN bracis-33625 234 28 - - PUNCT bracis-33625 234 29 aware aware ADJ bracis-33625 234 30 activity activity NOUN bracis-33625 234 31 recognition recognition NOUN bracis-33625 234 32 . . PUNCT bracis-33625 235 1 in in ADP bracis-33625 235 2 : : PUNCT bracis-33625 235 3 2016 2016 NUM bracis-33625 235 4 ieee ieee NOUN bracis-33625 235 5 international international ADJ bracis-33625 235 6 conference conference NOUN bracis-33625 235 7 on on ADP bracis-33625 235 8 percom percom X bracis-33625 235 9 , , PUNCT bracis-33625 235 10 pp pp PROPN bracis-33625 235 11 . . PUNCT bracis-33625 235 12     SPACE bracis-33625 236 1 1–9 1–9 NOUN bracis-33625 236 2 . . PROPN bracis-33625 236 3 ieee ieee NOUN bracis-33625 236 4 ( ( PUNCT bracis-33625 236 5 2016 2016 NUM bracis-33625 236 6 ) ) PUNCT bracis-33625 236 7 google google PROPN bracis-33625 236 8 scholar scholar NOUN bracis-33625 236 9     SPACE bracis-33625 236 10 uddin uddin PROPN bracis-33625 236 11 , , PUNCT bracis-33625 236 12 m. m. NOUN bracis-33625 236 13 , , PUNCT bracis-33625 236 14 soylu soylu PROPN bracis-33625 236 15 , , PUNCT bracis-33625 236 16 a. a. NOUN bracis-33625 236 17 : : PUNCT bracis-33625 236 18 human human ADJ bracis-33625 236 19 activity activity NOUN bracis-33625 236 20 recognition recognition NOUN bracis-33625 236 21 using use VERB bracis-33625 236 22 wearable wearable ADJ bracis-33625 236 23 sensors sensor NOUN bracis-33625 236 24 , , PUNCT bracis-33625 236 25 discriminant discriminant ADJ bracis-33625 236 26 analysis analysis NOUN bracis-33625 236 27 , , PUNCT bracis-33625 236 28 and and CCONJ bracis-33625 236 29 long long ADJ bracis-33625 236 30 short short ADJ bracis-33625 236 31 - - PUNCT bracis-33625 236 32 term term NOUN bracis-33625 236 33 memory memory NOUN bracis-33625 236 34 - - PUNCT bracis-33625 236 35 based base VERB bracis-33625 236 36 neural neural ADJ bracis-33625 236 37 structured structured ADJ bracis-33625 236 38 learning learning NOUN bracis-33625 236 39 . . PUNCT bracis-33625 237 1 sci sci PROPN bracis-33625 237 2 . . PROPN bracis-33625 237 3 rep rep PROPN bracis-33625 237 4 . . PROPN bracis-33625 237 5 ( ( PUNCT bracis-33625 237 6 2021 2021 NUM bracis-33625 237 7 ) ) PUNCT bracis-33625 237 8 google google NOUN bracis-33625 237 9 scholar scholar NOUN bracis-33625 237 10     SPACE bracis-33625 237 11 vijayvargiya vijayvargiya NOUN bracis-33625 237 12 , , PUNCT bracis-33625 237 13 a. a. NOUN bracis-33625 237 14 , , PUNCT bracis-33625 237 15 singh singh PROPN bracis-33625 237 16 , , PUNCT bracis-33625 237 17 p. p. PROPN bracis-33625 237 18 , , PUNCT bracis-33625 237 19 kumar kumar PROPN bracis-33625 237 20 , , PUNCT bracis-33625 237 21 r. r. PROPN bracis-33625 237 22 , , PUNCT bracis-33625 237 23 dey dey PROPN bracis-33625 237 24 , , PUNCT bracis-33625 237 25 n. n. NOUN bracis-33625 237 26 : : PUNCT bracis-33625 237 27 hardware hardware NOUN bracis-33625 237 28 implementation implementation NOUN bracis-33625 237 29 for for ADP bracis-33625 237 30 lower low ADJ bracis-33625 237 31 limb limb NOUN bracis-33625 237 32 surface surface NOUN bracis-33625 237 33 emg emg PROPN bracis-33625 237 34 measurement measurement NOUN bracis-33625 237 35 and and CCONJ bracis-33625 237 36 analysis analysis NOUN bracis-33625 237 37 using use VERB bracis-33625 237 38 explainable explainable ADJ bracis-33625 237 39 ai ai NOUN bracis-33625 237 40 for for ADP bracis-33625 237 41 activity activity NOUN bracis-33625 237 42 recognition recognition NOUN bracis-33625 237 43 . . PUNCT bracis-33625 238 1 ieee ieee PROPN bracis-33625 238 2 tim tim PROPN bracis-33625 238 3 71 71 NUM bracis-33625 238 4 , , PUNCT bracis-33625 238 5 1–9 1–9 NUM bracis-33625 238 6 ( ( PUNCT bracis-33625 238 7 2022 2022 NUM bracis-33625 238 8 ) ) PUNCT bracis-33625 238 9 math math NOUN bracis-33625 238 10     SPACE bracis-33625 238 11 google google PROPN bracis-33625 238 12 scholar scholar NOUN bracis-33625 238 13     SPACE bracis-33625 238 14 weiss weiss PROPN bracis-33625 238 15 , , PUNCT bracis-33625 238 16 g.m g.m PROPN bracis-33625 238 17 . . PROPN bracis-33625 238 18 , , PUNCT bracis-33625 238 19 yoneda yoneda PROPN bracis-33625 238 20 , , PUNCT bracis-33625 238 21 k. k. PROPN bracis-33625 238 22 , , PUNCT bracis-33625 238 23 hayajneh hayajneh PROPN bracis-33625 238 24 , , PUNCT bracis-33625 238 25 t. t. PROPN bracis-33625 238 26 : : PUNCT bracis-33625 238 27 smartphone smartphone NOUN bracis-33625 238 28 and and CCONJ bracis-33625 238 29 smartwatch smartwatch NOUN bracis-33625 238 30 - - PUNCT bracis-33625 238 31 based base VERB bracis-33625 238 32 biometrics biometric NOUN bracis-33625 238 33 using use VERB bracis-33625 238 34 activities activity NOUN bracis-33625 238 35 of of ADP bracis-33625 238 36 daily daily ADJ bracis-33625 238 37 living living NOUN bracis-33625 238 38 . . PUNCT bracis-33625 239 1 ieee ieee NOUN bracis-33625 239 2 access access NOUN bracis-33625 239 3 7 7 NUM bracis-33625 239 4 , , PUNCT bracis-33625 239 5 133190–133202 133190–133202 NUM bracis-33625 239 6 ( ( PUNCT bracis-33625 239 7 2019 2019 NUM bracis-33625 239 8 ) ) PUNCT bracis-33625 239 9 article article NOUN bracis-33625 239 10     SPACE bracis-33625 239 11 google google PROPN bracis-33625 239 12 scholar scholar NOUN bracis-33625 239 13     SPACE bracis-33625 239 14 yang yang PROPN bracis-33625 239 15 , , PUNCT bracis-33625 239 16 j. j. PROPN bracis-33625 239 17 , , PUNCT bracis-33625 239 18 nguyen nguyen PROPN bracis-33625 239 19 , , PUNCT bracis-33625 239 20 m.n m.n PROPN bracis-33625 239 21 . . PROPN bracis-33625 239 22 , , PUNCT bracis-33625 239 23 san san PROPN bracis-33625 239 24 , , PUNCT bracis-33625 239 25 p.p p.p PROPN bracis-33625 239 26 . . PROPN bracis-33625 239 27 , , PUNCT bracis-33625 239 28 li li PROPN bracis-33625 239 29 , , PUNCT bracis-33625 239 30 x. x. NOUN bracis-33625 239 31 , , PUNCT bracis-33625 239 32 krishnaswamy krishnaswamy PROPN bracis-33625 239 33 , , PUNCT bracis-33625 239 34 s. s. PROPN bracis-33625 239 35 : : PUNCT bracis-33625 239 36 deep deep ADJ bracis-33625 239 37 convolutional convolutional ADJ bracis-33625 239 38 neural neural ADJ bracis-33625 239 39 networks network NOUN bracis-33625 239 40 on on ADP bracis-33625 239 41 multichannel multichannel PROPN bracis-33625 239 42 time time NOUN bracis-33625 239 43 series series PROPN bracis-33625 239 44 for for ADP bracis-33625 239 45 human human ADJ bracis-33625 239 46 activity activity NOUN bracis-33625 239 47 recognition recognition NOUN bracis-33625 239 48 . . PUNCT bracis-33625 240 1 in in ADP bracis-33625 240 2 : : PUNCT bracis-33625 240 3 ijcai ijcai NOUN bracis-33625 240 4 , , PUNCT bracis-33625 240 5 vol vol NOUN bracis-33625 240 6 . . PUNCT bracis-33625 240 7     SPACE bracis-33625 240 8 15 15 NUM bracis-33625 240 9 , , PUNCT bracis-33625 240 10 pp pp ADJ bracis-33625 240 11 . . PUNCT bracis-33625 240 12 3995–4001 3995–4001 NUM bracis-33625 240 13 . . PUNCT bracis-33625 241 1 buenos buenos PROPN bracis-33625 241 2 aires aires PROPN bracis-33625 241 3 , , PUNCT bracis-33625 241 4 argentina argentina PROPN bracis-33625 241 5 ( ( PUNCT bracis-33625 241 6 2015 2015 NUM bracis-33625 241 7 ) ) PUNCT bracis-33625 241 8 google google PROPN bracis-33625 241 9 scholar scholar NOUN bracis-33625 241 10     SPACE bracis-33625 241 11 zhang zhang PROPN bracis-33625 241 12 , , PUNCT bracis-33625 241 13 m. m. NOUN bracis-33625 241 14 , , PUNCT bracis-33625 241 15 sawchuk sawchuk PROPN bracis-33625 241 16 , , PUNCT bracis-33625 241 17 a.a a.a PROPN bracis-33625 241 18 . . PROPN bracis-33625 241 19 : : PUNCT bracis-33625 241 20 manifold manifold ADJ bracis-33625 241 21 learning learning NOUN bracis-33625 241 22 and and CCONJ bracis-33625 241 23 recognition recognition NOUN bracis-33625 241 24 of of ADP bracis-33625 241 25 human human ADJ bracis-33625 241 26 activity activity NOUN bracis-33625 241 27 using use VERB bracis-33625 241 28 body body NOUN bracis-33625 241 29 - - PUNCT bracis-33625 241 30 area area NOUN bracis-33625 241 31 sensors sensor NOUN bracis-33625 241 32 . . PUNCT bracis-33625 242 1 in in ADP bracis-33625 242 2 : : PUNCT bracis-33625 242 3 2011 2011 NUM bracis-33625 242 4 10th 10th ADJ bracis-33625 242 5 icmlaw2011 icmlaw2011 PROPN bracis-33625 242 6 10th 10th ADJ bracis-33625 242 7 international international ADJ bracis-33625 242 8 conference conference NOUN bracis-33625 242 9 on on ADP bracis-33625 242 10 ml ml NOUN bracis-33625 242 11 and and CCONJ bracis-33625 242 12 applications application NOUN bracis-33625 242 13 and and CCONJ bracis-33625 242 14 workshops workshop NOUN bracis-33625 242 15 , , PUNCT bracis-33625 242 16 vol vol NOUN bracis-33625 242 17 . . PUNCT bracis-33625 242 18     SPACE bracis-33625 242 19 2 2 NUM bracis-33625 242 20 , , PUNCT bracis-33625 242 21 pp pp ADJ bracis-33625 242 22 . . PUNCT bracis-33625 243 1 7–13 7–13 NOUN bracis-33625 243 2 . . PUNCT bracis-33625 244 1 ieee ieee NOUN bracis-33625 244 2 ( ( PUNCT bracis-33625 244 3 2011 2011 NUM bracis-33625 244 4 ) ) PUNCT bracis-33625 244 5 google google PROPN bracis-33625 244 6 scholar scholar NOUN bracis-33625 244 7     SPACE bracis-33625 244 8 download download NOUN bracis-33625 244 9 references reference NOUN bracis-33625 244 10 acknowledgements acknowledgement NOUN bracis-33625 244 11 this this DET bracis-33625 244 12 project project NOUN bracis-33625 244 13 was be AUX bracis-33625 244 14 supported support VERB bracis-33625 244 15     SPACE bracis-33625 244 16 by by ADP bracis-33625 244 17 the the DET bracis-33625 244 18 ministry ministry PROPN bracis-33625 244 19 of of ADP bracis-33625 244 20 science science PROPN bracis-33625 244 21 , , PUNCT bracis-33625 244 22 technology technology NOUN bracis-33625 244 23 , , PUNCT bracis-33625 244 24 and and CCONJ bracis-33625 244 25 innovation innovation NOUN bracis-33625 244 26 of of ADP bracis-33625 244 27 brazil brazil PROPN bracis-33625 244 28 , , PUNCT bracis-33625 244 29     SPACE bracis-33625 244 30 with with ADP bracis-33625 244 31 resources resource NOUN bracis-33625 244 32 granted grant VERB bracis-33625 244 33 by by ADP bracis-33625 244 34 the the DET bracis-33625 244 35 federal federal ADJ bracis-33625 244 36 law law NOUN bracis-33625 244 37 8.248 8.248 NUM bracis-33625 244 38 of of ADP bracis-33625 244 39 october october PROPN bracis-33625 244 40 23 23 NUM bracis-33625 244 41 , , PUNCT bracis-33625 244 42 1991 1991 NUM bracis-33625 244 43 , , PUNCT bracis-33625 244 44 under under ADP bracis-33625 244 45 the the DET bracis-33625 244 46 ppi ppi NOUN bracis-33625 244 47 - - NOUN bracis-33625 244 48 softex softex NOUN bracis-33625 245 1 [ [ X bracis-33625 245 2 01245.003479/2024 01245.003479/2024 NUM bracis-33625 245 3 - - SYM bracis-33625 245 4 10 10 NUM bracis-33625 245 5 ] ] PUNCT bracis-33625 245 6 . . PUNCT bracis-33625 246 1 the the DET bracis-33625 246 2 authors author NOUN bracis-33625 246 3 also also ADV bracis-33625 246 4     SPACE bracis-33625 246 5 thank thank VERB bracis-33625 246 6 cnpq cnpq NOUN bracis-33625 246 7 ( ( PUNCT bracis-33625 246 8 315399/2023 315399/2023 NUM bracis-33625 246 9 - - SYM bracis-33625 246 10 6 6 NUM bracis-33625 246 11 and and CCONJ bracis-33625 246 12 404087/2021 404087/2021 NUM bracis-33625 246 13 - - SYM bracis-33625 246 14 3 3 NUM bracis-33625 246 15 ) ) PUNCT bracis-33625 246 16 and and CCONJ bracis-33625 246 17 fapesp fapesp NOUN bracis-33625 246 18 ( ( PUNCT bracis-33625 246 19 2013/08293 2013/08293 NUM bracis-33625 246 20 - - SYM bracis-33625 246 21 7 7 NUM bracis-33625 246 22 ) ) PUNCT bracis-33625 246 23     SPACE bracis-33625 246 24 for for ADP bracis-33625 246 25 their their PRON bracis-33625 246 26 financial financial ADJ bracis-33625 246 27 support support NOUN bracis-33625 246 28 . . PUNCT bracis-33625 247 1 author author NOUN bracis-33625 247 2 information information NOUN bracis-33625 247 3 authors author NOUN bracis-33625 247 4 and and CCONJ bracis-33625 247 5 affiliations affiliation NOUN bracis-33625 247 6 hub hub NOUN bracis-33625 247 7 for for ADP bracis-33625 247 8 artificial artificial ADJ bracis-33625 247 9 intelligence intelligence NOUN bracis-33625 247 10 and and CCONJ bracis-33625 247 11 cognitive cognitive ADJ bracis-33625 247 12 architectures architecture NOUN bracis-33625 247 13 ( ( PUNCT bracis-33625 247 14 h.iaac h.iaac NOUN bracis-33625 247 15 ) ) PUNCT bracis-33625 247 16 , , PUNCT bracis-33625 247 17 university university NOUN bracis-33625 247 18 of of ADP bracis-33625 247 19 campinas campinas PROPN bracis-33625 247 20 , , PUNCT bracis-33625 247 21 campinas campinas PROPN bracis-33625 247 22 , , PUNCT bracis-33625 247 23 13083 13083 NUM bracis-33625 247 24 - - SYM bracis-33625 247 25 852 852 NUM bracis-33625 247 26 , , PUNCT bracis-33625 247 27 brazil brazil PROPN bracis-33625 247 28 patrick patrick PROPN bracis-33625 247 29 alves alves PROPN bracis-33625 247 30 , , PUNCT bracis-33625 247 31     SPACE bracis-33625 247 32 jaime jaime NOUN bracis-33625 247 33 delgado delgado PROPN bracis-33625 247 34 , , PUNCT bracis-33625 247 35     SPACE bracis-33625 247 36 luis luis PROPN bracis-33625 247 37 gonzalez gonzalez PROPN bracis-33625 247 38 , , PUNCT bracis-33625 247 39     SPACE bracis-33625 247 40 anderson anderson PROPN bracis-33625 247 41 r. r. PROPN bracis-33625 247 42 rocha rocha PROPN bracis-33625 247 43 , , PUNCT bracis-33625 247 44     SPACE bracis-33625 247 45 levy levy NOUN bracis-33625 247 46 boccato boccato NOUN bracis-33625 247 47     SPACE bracis-33625 247 48 & & CCONJ bracis-33625 247 49     SPACE bracis-33625 247 50 edson edson PROPN bracis-33625 247 51 borin borin PROPN bracis-33625 247 52 authors author NOUN bracis-33625 247 53 patrick patrick PROPN bracis-33625 247 54 alvesview alvesview PROPN bracis-33625 247 55 author author NOUN bracis-33625 247 56 publications publication NOUN bracis-33625 247 57 search search NOUN bracis-33625 247 58 author author NOUN bracis-33625 247 59 on on ADP bracis-33625 247 60 : : PUNCT bracis-33625 247 61 pubmed pubmed PROPN bracis-33625 247 62     SPACE bracis-33625 247 63 google google PROPN bracis-33625 247 64 scholar scholar NOUN bracis-33625 247 65 jaime jaime NOUN bracis-33625 247 66 delgadoview delgadoview PROPN bracis-33625 247 67 author author NOUN bracis-33625 247 68 publications publication NOUN bracis-33625 247 69 search search NOUN bracis-33625 247 70 author author NOUN bracis-33625 247 71 on on ADP bracis-33625 247 72 : : PUNCT bracis-33625 247 73 pubmed pubmed PROPN bracis-33625 247 74     SPACE bracis-33625 247 75 google google PROPN bracis-33625 247 76 scholar scholar PROPN bracis-33625 247 77 luis luis PROPN bracis-33625 247 78 gonzalezview gonzalezview PROPN bracis-33625 247 79 author author NOUN bracis-33625 247 80 publications publication NOUN bracis-33625 247 81 search search NOUN bracis-33625 247 82 author author NOUN bracis-33625 247 83 on on ADP bracis-33625 247 84 : : PUNCT bracis-33625 247 85 pubmed pubmed PROPN bracis-33625 247 86     SPACE bracis-33625 247 87 google google PROPN bracis-33625 247 88 scholar scholar PROPN bracis-33625 247 89 anderson anderson PROPN bracis-33625 247 90 r. r. PROPN bracis-33625 247 91 rochaview rochaview PROPN bracis-33625 247 92 author author NOUN bracis-33625 247 93 publications publication NOUN bracis-33625 247 94 search search NOUN bracis-33625 247 95 author author NOUN bracis-33625 247 96 on on ADP bracis-33625 247 97 : : PUNCT bracis-33625 247 98 pubmed pubmed PROPN bracis-33625 247 99     SPACE bracis-33625 247 100 google google PROPN bracis-33625 247 101 scholar scholar NOUN bracis-33625 247 102 levy levy NOUN bracis-33625 247 103 boccatoview boccatoview NOUN bracis-33625 247 104 author author NOUN bracis-33625 247 105 publications publication NOUN bracis-33625 247 106 search search NOUN bracis-33625 247 107 author author NOUN bracis-33625 247 108 on on ADP bracis-33625 247 109 : : PUNCT bracis-33625 247 110 pubmed pubmed PROPN bracis-33625 247 111     SPACE bracis-33625 247 112 google google PROPN bracis-33625 247 113 scholar scholar PROPN bracis-33625 247 114 edson edson PROPN bracis-33625 247 115 borinview borinview PROPN bracis-33625 247 116 author author NOUN bracis-33625 247 117 publications publication NOUN bracis-33625 247 118 search search NOUN bracis-33625 247 119 author author NOUN bracis-33625 247 120 on on ADP bracis-33625 247 121 : : PUNCT bracis-33625 247 122 pubmed pubmed PROPN bracis-33625 247 123     SPACE bracis-33625 247 124 google google PROPN bracis-33625 247 125 scholar scholar NOUN bracis-33625 247 126 corresponding correspond VERB bracis-33625 247 127 author author NOUN bracis-33625 247 128 correspondence correspondence NOUN bracis-33625 247 129 to to ADP bracis-33625 247 130 patrick patrick PROPN bracis-33625 247 131 alves alves PROPN bracis-33625 247 132 . . PUNCT bracis-33625 248 1 editor editor NOUN bracis-33625 248 2 information information NOUN bracis-33625 248 3 editors editor NOUN bracis-33625 248 4 and and CCONJ bracis-33625 248 5 affiliations affiliation NOUN bracis-33625 248 6 universidade universidade VERB bracis-33625 248 7 federal federal PROPN bracis-33625 248 8 fluminense fluminense PROPN bracis-33625 248 9 , , PUNCT bracis-33625 248 10 niterói niterói PROPN bracis-33625 248 11 , , PUNCT bracis-33625 248 12 brazil brazil PROPN bracis-33625 248 13 aline aline PROPN bracis-33625 248 14 paes paes PROPN bracis-33625 248 15 instituto instituto PROPN bracis-33625 248 16 tecnológico tecnológico PROPN bracis-33625 248 17 de de PROPN bracis-33625 248 18 aeronáutica aeronáutica PROPN bracis-33625 248 19 , , PUNCT bracis-33625 248 20 são são PROPN bracis-33625 248 21 josé josé PROPN bracis-33625 248 22 dos dos PROPN bracis-33625 248 23 campos campos PROPN bracis-33625 248 24 , , PUNCT bracis-33625 248 25 brazil brazil PROPN bracis-33625 248 26 filipe filipe PROPN bracis-33625 248 27 a. a. PROPN bracis-33625 248 28 n. n. PROPN bracis-33625 248 29 verri verri PROPN bracis-33625 248 30 rights right NOUN bracis-33625 248 31 and and CCONJ bracis-33625 248 32 permissions permission NOUN bracis-33625 248 33 reprints reprint NOUN bracis-33625 248 34 and and CCONJ bracis-33625 248 35 permissions permission VERB bracis-33625 248 36 copyright copyright NOUN bracis-33625 248 37 information information NOUN bracis-33625 248 38 © © ADP bracis-33625 248 39 2025 2025 NUM bracis-33625 248 40 the the DET bracis-33625 248 41 author(s author(s NOUN bracis-33625 248 42 ) ) PUNCT bracis-33625 248 43 , , PUNCT bracis-33625 248 44 under under ADP bracis-33625 248 45 exclusive exclusive ADJ bracis-33625 248 46 license license NOUN bracis-33625 248 47 to to ADP bracis-33625 248 48 springer springer NOUN bracis-33625 248 49 nature nature PROPN bracis-33625 248 50 switzerland switzerland PROPN bracis-33625 248 51 ag ag PROPN bracis-33625 248 52 about about ADP bracis-33625 248 53 this this DET bracis-33625 248 54 paper paper NOUN bracis-33625 248 55 cite cite VERB bracis-33625 248 56 this this DET bracis-33625 248 57 paper paper NOUN bracis-33625 248 58 alves alve NOUN bracis-33625 248 59 , , PUNCT bracis-33625 248 60 p. p. NOUN bracis-33625 248 61 , , PUNCT bracis-33625 248 62 delgado delgado PROPN bracis-33625 248 63 , , PUNCT bracis-33625 248 64 j. j. PROPN bracis-33625 248 65 , , PUNCT bracis-33625 248 66 gonzalez gonzalez PROPN bracis-33625 248 67 , , PUNCT bracis-33625 248 68 l. l. PROPN bracis-33625 248 69 , , PUNCT bracis-33625 248 70 rocha rocha PROPN bracis-33625 248 71 , , PUNCT bracis-33625 248 72 a.r a.r PROPN bracis-33625 248 73 . . PROPN bracis-33625 248 74 , , PUNCT bracis-33625 248 75 boccato boccato PROPN bracis-33625 248 76 , , PUNCT bracis-33625 248 77 l. l. PROPN bracis-33625 248 78 , , PUNCT bracis-33625 248 79 borin borin PROPN bracis-33625 248 80 , , PUNCT bracis-33625 248 81 e. e. PROPN bracis-33625 248 82 ( ( PUNCT bracis-33625 248 83 2025 2025 NUM bracis-33625 248 84 ) ) PUNCT bracis-33625 248 85 . . PUNCT bracis-33625 249 1 comparing compare VERB bracis-33625 249 2 lime lime NOUN bracis-33625 249 3 and and CCONJ bracis-33625 249 4     SPACE bracis-33625 249 5 shap shap PROPN bracis-33625 249 6 global global ADJ bracis-33625 249 7 explanations explanation NOUN bracis-33625 249 8 for for ADP bracis-33625 249 9     SPACE bracis-33625 249 10 human human ADJ bracis-33625 249 11 activity activity NOUN bracis-33625 249 12 recognition recognition NOUN bracis-33625 249 13 . . PUNCT bracis-33625 250 1 in in ADP bracis-33625 250 2 : : PUNCT bracis-33625 250 3 paes paes PROPN bracis-33625 250 4 , , PUNCT bracis-33625 250 5 a. a. PROPN bracis-33625 250 6 , , PUNCT bracis-33625 250 7 verri verri NOUN bracis-33625 250 8 , , PUNCT bracis-33625 250 9 f.a.n f.a.n ADJ bracis-33625 250 10 . . PUNCT bracis-33625 250 11 ( ( PUNCT bracis-33625 250 12 eds ed NOUN bracis-33625 250 13 ) ) PUNCT bracis-33625 250 14 intelligent intelligent ADJ bracis-33625 250 15 systems system NOUN bracis-33625 250 16 . . PUNCT bracis-33625 250 17 bracis bracis PROPN bracis-33625 250 18 2024 2024 NUM bracis-33625 250 19 . . PUNCT bracis-33625 251 1 lecture lecture NOUN bracis-33625 251 2 notes note NOUN bracis-33625 251 3 in in ADP bracis-33625 251 4 computer computer NOUN bracis-33625 251 5 science science NOUN bracis-33625 251 6 ( ( PUNCT bracis-33625 251 7 ) ) PUNCT bracis-33625 251 8 , , PUNCT bracis-33625 251 9 vol vol NOUN bracis-33625 251 10 15414 15414 NUM bracis-33625 251 11 . . PUNCT bracis-33625 252 1 springer springer NOUN bracis-33625 252 2 , , PUNCT bracis-33625 252 3 cham cham PROPN bracis-33625 252 4 . . PUNCT bracis-33625 253 1 https://doi.org/10.1007/978-3-031-79035-5_12 https://doi.org/10.1007/978-3-031-79035-5_12 PROPN bracis-33625 253 2 download download NOUN bracis-33625 253 3 citation citation NOUN bracis-33625 253 4 .ris .ris PUNCT bracis-33625 254 1 .enw .enw PROPN bracis-33625 254 2 .bib .bib PUNCT bracis-33625 255 1 doi doi PROPN bracis-33625 255 2 : : PUNCT bracis-33625 255 3 https://doi.org/10.1007/978-3-031-79035-5_12 https://doi.org/10.1007/978-3-031-79035-5_12 X bracis-33625 255 4 published publish VERB bracis-33625 255 5 : : PUNCT bracis-33625 255 6 30 30 NUM bracis-33625 255 7 january january PROPN bracis-33625 255 8 2025 2025 NUM bracis-33625 255 9 publisher publisher NOUN bracis-33625 255 10 name name NOUN bracis-33625 255 11 : : PUNCT bracis-33625 255 12 springer springer NOUN bracis-33625 255 13 , , PUNCT bracis-33625 255 14 cham cham PROPN bracis-33625 255 15 print print PROPN bracis-33625 255 16 isbn isbn PROPN bracis-33625 255 17 : : PUNCT bracis-33625 255 18 978 978 NUM bracis-33625 255 19 - - SYM bracis-33625 255 20 3 3 NUM bracis-33625 255 21 - - PUNCT bracis-33625 255 22 031 031 NUM bracis-33625 255 23 - - PUNCT bracis-33625 255 24 79034 79034 NUM bracis-33625 255 25 - - SYM bracis-33625 255 26 8 8 NUM bracis-33625 255 27 online online ADJ bracis-33625 255 28 isbn isbn NOUN bracis-33625 255 29 : : PUNCT bracis-33625 255 30 978 978 NUM bracis-33625 255 31 - - SYM bracis-33625 255 32 3 3 NUM bracis-33625 255 33 - - PUNCT bracis-33625 255 34 031 031 NUM bracis-33625 255 35 - - PUNCT bracis-33625 255 36 79035 79035 NUM bracis-33625 255 37 - - PUNCT bracis-33625 255 38 5 5 NUM bracis-33625 255 39 ebook ebook NOUN bracis-33625 255 40 packages package NOUN bracis-33625 255 41 : : PUNCT bracis-33625 255 42 computer computer NOUN bracis-33625 255 43 sciencecomputer sciencecomputer NOUN bracis-33625 255 44 science science NOUN bracis-33625 255 45 ( ( PUNCT bracis-33625 255 46 r0 r0 NOUN bracis-33625 255 47 ) ) PUNCT bracis-33625 255 48 share share VERB bracis-33625 255 49 this this DET bracis-33625 255 50 paper paper NOUN bracis-33625 255 51 anyone anyone PRON bracis-33625 255 52 you you PRON bracis-33625 255 53 share share VERB bracis-33625 255 54 the the DET bracis-33625 255 55 following follow VERB bracis-33625 255 56 link link NOUN bracis-33625 255 57 with with ADP bracis-33625 255 58 will will AUX bracis-33625 255 59 be be AUX bracis-33625 255 60 able able ADJ bracis-33625 255 61 to to PART bracis-33625 255 62 read read VERB bracis-33625 255 63 this this DET bracis-33625 255 64 content content NOUN bracis-33625 255 65 : : PUNCT bracis-33625 255 66 get get VERB bracis-33625 255 67 shareable shareable ADJ bracis-33625 255 68 linksorry linksorry NOUN bracis-33625 255 69 , , PUNCT bracis-33625 255 70 a a DET bracis-33625 255 71 shareable shareable ADJ bracis-33625 255 72 link link NOUN bracis-33625 255 73 is be AUX bracis-33625 255 74 not not PART bracis-33625 255 75 currently currently ADV bracis-33625 255 76 available available ADJ bracis-33625 255 77 for for ADP bracis-33625 255 78 this this DET bracis-33625 255 79 article article NOUN bracis-33625 255 80 . . PUNCT bracis-33625 256 1 copy copy VERB bracis-33625 256 2 shareable shareable ADJ bracis-33625 256 3 link link NOUN bracis-33625 256 4 to to PART bracis-33625 256 5 clipboard clipboard NOUN bracis-33625 256 6 provided provide VERB bracis-33625 256 7 by by ADP bracis-33625 256 8 the the DET bracis-33625 256 9 springer springer NOUN bracis-33625 256 10 nature nature PROPN bracis-33625 256 11 sharedit sharedit PROPN bracis-33625 256 12 content content NOUN bracis-33625 256 13 - - PUNCT bracis-33625 256 14 sharing share VERB bracis-33625 256 15 initiative initiative NOUN bracis-33625 256 16 keywords keyword NOUN bracis-33625 256 17 xai xai PROPN bracis-33625 256 18 human human ADJ bracis-33625 256 19 activity activity NOUN bracis-33625 256 20 recognition recognition NOUN bracis-33625 256 21 feature feature VERB bracis-33625 256 22 importance importance NOUN bracis-33625 256 23 lime lime NOUN bracis-33625 256 24 shap shap PROPN bracis-33625 256 25 publish publish VERB bracis-33625 256 26 with with ADP bracis-33625 256 27 us us PROPN bracis-33625 256 28 policies policy NOUN bracis-33625 256 29 and and CCONJ bracis-33625 256 30 ethics ethic NOUN bracis-33625 256 31 search search NOUN bracis-33625 256 32 search search NOUN bracis-33625 256 33 by by ADP bracis-33625 256 34 keyword keyword NOUN bracis-33625 256 35 or or CCONJ bracis-33625 256 36 author author NOUN bracis-33625 256 37 search search NOUN bracis-33625 256 38 navigation navigation NOUN bracis-33625 256 39 find find VERB bracis-33625 256 40 a a DET bracis-33625 256 41 journal journal NOUN bracis-33625 256 42 publish publish VERB bracis-33625 256 43 with with ADP bracis-33625 256 44 us we PRON bracis-33625 256 45 track track VERB bracis-33625 256 46 your your PRON bracis-33625 256 47 research research NOUN bracis-33625 256 48 discover discover VERB bracis-33625 256 49 content content NOUN bracis-33625 256 50 journals journal NOUN bracis-33625 256 51 a a DET bracis-33625 256 52 - 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